US PRODUCT RESEARCH

Rippling

A modular employee platform linking HR, payroll, benefits, recruiting, and business automation.

Checked Oct 15, 2026 · 11 official sources · Desk research

HR software Payroll software Benefits administration Recruiting & applicant tracking Workflow automation

A GOOD FIT WHEN

Companies that need workflows and reporting across several employee-related systems.

Shared employee data
Cross-module workflows
AI source links and action approval

LOOK MORE CLOSELY WHEN

You want a fixed all-inclusive price without scoping modules.

Base fee plus selected products
Some AI automation is waitlisted
Third-party AI actions follow supported integration scope

CATEGORY-SPECIFIC EVIDENCE

Capabilities, controls and depth.

Scores combine core capabilities and workflow depth. Full support earns full points; limited support earns half. Unverified features create a range, and paid-plan requirements are shown in the evidence. How scoring works →

HR software · 28 features

32–100/100 documented fit

Core capabilities18.4–32 / 32 pts6/10 checks with established status

Workflow depth13.6–68 / 68 pts3/18 checks with established status

Show checksShowing fewer rows does not change the score.

HR software · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityCentral employee profileStore employee details in a shared HR record. 4 points maximum	Supported4 / 4 pts The platform uses shared employee data. Official documentation · Oct 15, 2026Source
Core capabilityEmployee document storageKeep employment documents linked to a worker record. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish employee document storage at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkEffective-dated employee changesSchedule or apply a job, pay or employment change with an explicit effective date. 5.6 points maximum Ask for a demonstration Show a promotion next month and how it differs from the current employee record. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts The reviewed evidence does not establish this advanced behavior: effective-dated employee changes. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkEmployee change historyInspect historical values or a dated change log for an employee record. 6.4 points maximum Ask for a demonstration Change a fictional employee field, then show its previous value, date and editor. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts The reviewed evidence does not establish this advanced behavior: employee change history. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityNew-hire onboardingCollect new-hire information through an onboarding process. 4 points maximum	Supported4 / 4 pts Offer acceptance can initiate employee onboarding. Official documentation · Oct 15, 2026Source
Core capabilityAssigned onboarding tasksAssign and track the tasks needed to bring a new hire onboard. 4 points maximum	Not verified0–4 / 4 pts Offer-triggered onboarding is documented, but the reviewed note does not establish individual onboarding-task assignment and tracking. Not verified · Oct 15, 2026Source
Depth checkRole-based onboarding assignmentSelect or assign onboarding tasks according to a worker group, role or location. 5.6 points maximum Ask for a demonstration Onboard two different roles and show which tasks each receives and who owns them. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts The reviewed evidence does not establish this advanced behavior: role-based onboarding assignment. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkOffboarding tasks and follow-throughCoordinate employee departure tasks, with completion tracking or connected access removal. 6.4 points maximum Ask for a demonstration Terminate a test employee and show the resulting checklist and remaining incomplete tasks. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Microsoft 365 offboarding rules include deactivation, license reclamation and mailbox/file transfer. Official documentation · Oct 15, 2026Source
Core capabilityPeople reportsProduce reports using employee and workforce records. 3.2 points maximum	Supported3.2 / 3.2 pts Cross-system people reports can be generated. Official documentation · Oct 15, 2026Source
Core capabilityWorkforce dashboardsView workforce measures in a dashboard or analytical view. 3.2 points maximum	Not verified0–3.2 / 3.2 pts The reviewed documentation does not establish workforce dashboards at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkFiltered custom people reportsBuild an employee report with chosen fields and filters beyond a fixed dashboard. 4.8 points maximum Ask for a demonstration Create a report for one department and date range using a custom employee field. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: filtered custom people reports. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkExport underlying HR report dataExport the rows used in a people report for reconciliation outside the product. 4.8 points maximum Ask for a demonstration Export the sample report and reconcile its row count with the on-screen results. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: export underlying hr report data. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityRole-scoped HR accessRestrict personnel information or actions by user role. 2.4 points maximum	Supported2.4 / 2.4 pts Existing platform permissions also govern AI access. Official documentation · Oct 15, 2026Source
Core capabilitySSO or multi-factor authenticationUse documented SSO or multi-factor sign-in controls. 2.4 points maximum	Not verified0–2.4 / 2.4 pts The reviewed documentation does not establish sso or multi-factor authentication at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkSensitive field restrictionsRestrict sensitive pay or personnel fields for a role without removing all HR access. 3.2 points maximum Ask for a demonstration Sign in as a manager who can see their team but cannot see a restricted pay field. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts The reviewed evidence does not establish this advanced behavior: sensitive field restrictions. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkManager team-data boundaryLimit a manager to assigned employees or a defined employee group. 4 points maximum Ask for a demonstration Show what a team manager can view and export for their team versus another team. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts The reviewed evidence does not establish this advanced behavior: manager team-data boundary. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityAI answers about HR data or policiesAsk natural-language questions about HR information or policies. 2.4 points maximum	Supported2.4 / 2.4 pts AI answers use connected company data and linked sources. Official documentation · Oct 15, 2026Source
Core capabilityAI report or action preparationGenerate a people-data report, summary or proposed operational action. 2.4 points maximum	Supported2.4 / 2.4 pts AI generates reports and proposes actions requiring human confirmation. Official documentation · Oct 15, 2026Source
Depth checkAI respects personnel permissionsDocument that AI retrieval or answers respect the requesting user’s HR data permissions. 3.2 points maximum Ask for a demonstration Ask the same pay-related question as an employee, manager and HR administrator. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts Rippling AI uses the requester’s existing permissions and source-linked data. Official documentation · Oct 15, 2026Source
Depth checkHuman review of AI-prepared changesKeep a human confirmation or review step before an AI-prepared HR action changes records. 4 points maximum Ask for a demonstration Ask AI to prepare an employee change, show the proposal and stop before applying it. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts AI-proposed actions require explicit human confirmation. Official documentation · Oct 15, 2026Source
Depth checkIdentify the policy version used by an AI answerDemonstrate “Identify the policy version used by an AI answer” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Identify the policy version used by an AI answer” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkDisplay and export matrix reporting relationshipsDemonstrate “Display and export matrix reporting relationships” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Display and export matrix reporting relationships” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkPropose pay rises within a shared review budgetDemonstrate “Propose pay rises within a shared review budget” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Propose pay rises within a shared review budget” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkPreview employee-import errors before savingDemonstrate “Preview employee-import errors before saving” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Preview employee-import errors before saving” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkCreate an employee record as a mobile managerDemonstrate “Create an employee record as a mobile manager” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Create an employee record as a mobile manager” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkRecord issued equipment and return confirmationDemonstrate “Record issued equipment and return confirmation” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Record issued equipment and return confirmation” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkRestrict access to emergency-contact detailsDemonstrate “Restrict access to emergency-contact details” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Restrict access to emergency-contact details” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkDeactivate linked accounts through SCIMDemonstrate “Deactivate linked accounts through SCIM” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Deactivate linked accounts through SCIM” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source

Compare in HR software →

Payroll software · 28 features

40–100/100 documented fit

Core capabilities11.2–32 / 32 pts4/10 checks with established status

Workflow depth28.8–68 / 68 pts6/18 checks with established status

Show checksShowing fewer rows does not change the score.

Payroll software · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityRegular payroll runsCalculate and process an ordinary US employee payroll. 4 points maximum	Supported4 / 4 pts Payroll processing is a selected module. Official documentation · Oct 15, 2026Source
Core capabilityOff-cycle payrollProcess a bonus or other payroll outside the normal pay calendar. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish off-cycle payroll at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkPrior-run correction workflowCorrect, void or replace an already submitted payroll using a documented workflow. 5.6 points maximum Ask for a demonstration Correct a fictional prior-period pay error and show which records and payments change. A scenario to run with the supplier; not a completed product test.	Supported5.6 / 5.6 pts Approved corrections can be returned to draft or archived while retaining audit history. Official documentation · Oct 15, 2026Source
Depth checkPre-submit payroll reviewInspect pay-run totals or a preview of employee calculations before submission. 6.4 points maximum Ask for a demonstration Show gross-to-net totals and resolve one changed deduction before approving the run. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Pre-submit previews show benefit deduction and contribution changes. Official documentation · Oct 15, 2026Source
Core capabilityFederal payroll filing serviceHave the provider file documented federal employer payroll forms. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish federal payroll filing service at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Core capabilityState and local filing serviceHave the provider handle documented state or local payroll filings. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish state and local filing service at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkFiling and tax-document visibilityInspect provider-produced payroll tax forms, reports or filing records. 5.6 points maximum Ask for a demonstration Find a completed quarter’s tax form or filing record and show how it is downloaded. A scenario to run with the supplier; not a completed product test.	Supported5.6 / 5.6 pts Current and former workers can retrieve pay statements and tax forms from their profile. Official documentation · Oct 15, 2026Source
Depth checkPayroll tax amendment supportDocument a process for amending payroll tax filings or resolving a payroll tax notice. 6.4 points maximum Ask for a demonstration Show the process for a tax amendment or notice, including what the employer must supply. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts The reviewed evidence does not establish this advanced behavior: payroll tax amendment support. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityTime data into payrollTransfer captured or approved work hours into payroll. 3.2 points maximum	Not verified0–3.2 / 3.2 pts The reviewed documentation does not establish time data into payroll at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Core capabilityPaid leave into payrollTransfer approved paid leave to the relevant pay run. 3.2 points maximum	Not verified0–3.2 / 3.2 pts The reviewed documentation does not establish paid leave into payroll at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkReview time before payroll transferReview or approve worked time before it is imported or released to payroll. 4.8 points maximum Ask for a demonstration Change one unapproved timecard and show whether it can enter the payroll run. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: review time before payroll transfer. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkMap time to earnings or overtimeConnect distinct time types, overtime or earning codes to payroll calculations. 4.8 points maximum Ask for a demonstration Send regular and overtime hours to payroll and show the resulting earning lines. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: map time to earnings or overtime. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityBenefit deductions in payrollApply benefit deductions when calculating an employee pay run. 2.4 points maximum	Supported2.4 / 2.4 pts Benefit deductions synchronize with payroll. Official documentation · Oct 15, 2026Source
Core capabilityBenefit-election synchronizationUpdate payroll deductions from benefit elections or changes. 2.4 points maximum	Supported2.4 / 2.4 pts Changes in benefit elections update payroll deductions. Official documentation · Oct 15, 2026Source
Depth checkScheduled benefit-deduction changesSet an effective date or scheduled change for a payroll benefit deduction. 3.2 points maximum Ask for a demonstration Change a deduction for the next pay period and show that this period remains correct. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts The reviewed evidence does not establish this advanced behavior: scheduled benefit-deduction changes. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkCatch-up or correction of deductionsApply a one-off adjustment, arrears or catch-up amount to a benefit deduction. 4 points maximum Ask for a demonstration Correct a missed deduction without permanently doubling the employee’s regular deduction. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts Retroactive benefit changes create payroll adjustments with reviewable previews. Official documentation · Oct 15, 2026Source
Core capabilityAI payroll explanationsAsk AI about payroll information, a payslip or payroll help content. 2.4 points maximum	Supported2.4 / 2.4 pts AI can answer questions over connected payroll data. Official documentation · Oct 15, 2026Source
Core capabilityAI pay-run reviewSurface or explain pay changes, discrepancies or exceptions before payroll is approved. 2.4 points maximum	Not verified0–2.4 / 2.4 pts The reviewed documentation does not establish ai pay-run review at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkAI explanation tied to payroll evidenceInspect the payroll data, entry or help source used in an AI payroll explanation. 3.2 points maximum Ask for a demonstration Ask why net pay changed and open the underlying item or cited source. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts AI answers over connected company data provide source-linked context. Official documentation · Oct 15, 2026Source
Depth checkHuman approval of AI-prepared payrollAI-prepared payroll actions or reviews retain explicit human control of pay-run release. 4 points maximum Ask for a demonstration Have AI prepare or review a pay run and show the human approval required to submit it. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts AI-proposed payroll-related actions require human confirmation. Official documentation · Oct 15, 2026Source
Depth checkTune thresholds for AI payroll anomaly alertsDemonstrate “Tune thresholds for AI payroll anomaly alerts” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Tune thresholds for AI payroll anomaly alerts” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkBring earlier payrolls into year-to-date balancesDemonstrate “Bring earlier payrolls into year-to-date balances” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Bring earlier payrolls into year-to-date balances” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkCompare current and previous employee pay before submissionDemonstrate “Compare current and previous employee pay before submission” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Compare current and previous employee pay before submission” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkApprove a payroll run from a mobile manager accountDemonstrate “Approve a payroll run from a mobile manager account” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Approve a payroll run from a mobile manager account” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkSplit net pay across employee bank accountsDemonstrate “Split net pay across employee bank accounts” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Split net pay across employee bank accounts” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkCap a deduction using a configured net-pay floorDemonstrate “Cap a deduction using a configured net-pay floor” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Cap a deduction using a configured net-pay floor” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkLet an employee compare two pay statementsDemonstrate “Let an employee compare two pay statements” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Let an employee compare two pay statements” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkTrace a rejected employee bank paymentDemonstrate “Trace a rejected employee bank payment” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Trace a rejected employee bank payment” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source

Compare in Payroll software →

Benefits administration · 28 features

64–100/100 documented fit

Core capabilities25.6–32 / 32 pts8/10 checks with established status

Workflow depth38.4–68 / 68 pts8/18 checks with established status

Show checksShowing fewer rows does not change the score.

Benefits administration · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityOnline employee enrollmentLet employees make benefit elections electronically. 4 points maximum	Supported4 / 4 pts The benefits product supports employee enrollment. Official documentation · Oct 15, 2026Source
Core capabilityLife-event changesProcess benefit changes outside open enrollment following a life event. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish life-event changes at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkEligibility groups and rulesApply benefit eligibility or waiting-period rules to defined employee groups. 5.6 points maximum Ask for a demonstration Show how a new hire becomes eligible while an ineligible worker is excluded. A scenario to run with the supplier; not a completed product test.	Supported5.6 / 5.6 pts Administrators configure waiting periods and benefit contribution schemes. Official documentation · Oct 15, 2026Source
Depth checkLife-event evidence and reviewCollect or review dependent or life-event information/documents before a benefit change is finalized. 6.4 points maximum Ask for a demonstration Process a marriage or dependent change and show the supporting evidence and review step. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Dependent proof-of-relationship documents are reviewed; uncertain cases route to a person. Official documentation · Oct 15, 2026Source
Core capabilityBenefit deductions to payrollSend or apply benefit deductions in the connected payroll. 4 points maximum	Supported4 / 4 pts Benefit deductions synchronize automatically with payroll. Official documentation · Oct 15, 2026Source
Core capabilityElection changes to payrollUpdate payroll when benefit elections change. 4 points maximum	Supported4 / 4 pts Benefit changes update payroll through automatic synchronization. Official documentation · Oct 15, 2026Source
Depth checkEffective-dated deduction updatesApply benefit-election changes to payroll according to effective dates. 5.6 points maximum Ask for a demonstration Change coverage mid-month and show the intended first payroll deduction. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts The reviewed evidence does not establish this advanced behavior: effective-dated deduction updates. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkRetroactive deduction correctionSupport retroactive benefit correction or catch-up deductions with a reviewable adjustment. 6.4 points maximum Ask for a demonstration Correct a benefit election that was entered after payroll closed and show the adjustment. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Retroactive benefit changes generate adjustment previews before payroll. Official documentation · Oct 15, 2026Source
Core capabilityUS benefit-plan optionsProvide access to or administration of US employee benefit plans. 3.2 points maximum	Supported3.2 / 3.2 pts Available benefits require employer plan configuration. Official documentation · Oct 15, 2026Source
Core capabilityExisting broker or plan connectionDocument a route for retaining an existing broker or benefit arrangement. 3.2 points maximum	Supported3.2 / 3.2 pts Broker connections depend on the configured arrangement. Official documentation · Oct 15, 2026Source
Depth checkCarrier enrollment transmissionSend enrollment data to a carrier through a documented connection or file workflow. 4.8 points maximum Ask for a demonstration Follow one approved election from the system to the carrier, including a failed transfer. A scenario to run with the supplier; not a completed product test.	Supported4.8 / 4.8 pts Carrier/broker connections transmit enrollment changes without manual re-entry. Official documentation · Oct 15, 2026Source
Depth checkDifferent plans or contributions by groupConfigure different benefit offers or employer contributions for eligible employee groups. 4.8 points maximum Ask for a demonstration Give two eligible classes different contributions and show each employee’s enrollment view. A scenario to run with the supplier; not a completed product test.	Supported4.8 / 4.8 pts Benefit contributions and waiting periods can be customized across employer entities. Official documentation · Oct 15, 2026Source
Core capabilityEnrollment visibilitySee employee enrollment or plan-election information. 2.4 points maximum	Supported2.4 / 2.4 pts Shared benefits data is available to administrators. Official documentation · Oct 15, 2026Source
Core capabilityBenefits reports or cost insightProduce benefit-related reports, dashboards or deduction/cost insights. 2.4 points maximum	Supported2.4 / 2.4 pts Shared benefit data can be used for reporting. Official documentation · Oct 15, 2026Source
Depth checkIncomplete-enrollment trackingIdentify employees with missing elections or outstanding enrollment tasks. 3.2 points maximum Ask for a demonstration Show a list of employees who have not completed enrollment and the next action for each. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts Enrollment tracking compares completion with deadlines and supports targeted reminders. Official documentation · Oct 15, 2026Source
Depth checkExport enrollment or deduction detailsExport detailed enrollment, deduction or contribution rows for reconciliation. 4 points maximum Ask for a demonstration Export election and deduction rows and reconcile one employee against payroll or a carrier bill. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts The reviewed evidence does not establish this advanced behavior: export enrollment or deduction details. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityAI benefits questionsAsk AI questions about benefits, plan information or deductions. 2.4 points maximum	Supported2.4 / 2.4 pts AI can answer personalized benefit questions within existing permissions. Official documentation · Oct 15, 2026Source
Core capabilityAI benefits administration helpUse AI to prepare benefit materials, import rates or surface benefit-related operational signals. 2.4 points maximum	Not verified0–2.4 / 2.4 pts The reviewed documentation does not establish ai benefits administration help at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkAI grounded in relevant benefit informationTie benefit answers to the employer’s actual plan, elections, deductions or approved benefit content. 3.2 points maximum Ask for a demonstration Ask a plan-specific benefit question and show which approved information supports the answer. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts Personalized AI benefit answers use permitted employee/benefit information. Official documentation · Oct 15, 2026Source
Depth checkHuman review or escalation of benefit AIProvide a documented human review or support escalation route for AI benefit guidance or changes. 4 points maximum Ask for a demonstration Ask an ambiguous benefit question or request a change and show how a person reviews or resolves it. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts AI-proposed changes require human approval; unsupported actions are not performed. Official documentation · Oct 15, 2026Source
Depth checkExplain the inputs behind an AI benefit recommendationDemonstrate “Explain the inputs behind an AI benefit recommendation” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Explain the inputs behind an AI benefit recommendation” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkAlert when a dependent approaches an eligibility age limitDemonstrate “Alert when a dependent approaches an eligibility age limit” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Alert when a dependent approaches an eligibility age limit” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkLock routine elections outside an enrolment windowDemonstrate “Lock routine elections outside an enrolment window” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Lock routine elections outside an enrolment window” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkApply expiry or carry-over rules to unused allowancesDemonstrate “Apply expiry or carry-over rules to unused allowances” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Apply expiry or carry-over rules to unused allowances” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkAllocate eligible lines of a mixed receiptDemonstrate “Allocate eligible lines of a mixed receipt” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Allocate eligible lines of a mixed receipt” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkSuppress small groups in anonymous usage reportsDemonstrate “Suppress small groups in anonymous usage reports” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Suppress small groups in anonymous usage reports” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkIdentify merchants in benefit-wallet transactionsDemonstrate “Identify merchants in benefit-wallet transactions” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Identify merchants in benefit-wallet transactions” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkFreeze and replace a lost benefit cardDemonstrate “Freeze and replace a lost benefit card” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Freeze and replace a lost benefit card” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source

Compare in Benefits administration →

Recruiting & applicant tracking · 28 features

39–100/100 documented fit

Core capabilities22.4–32 / 32 pts7/10 checks with established status

Workflow depth16.8–68 / 68 pts4/18 checks with established status

Show checksShowing fewer rows does not change the score.

Recruiting & applicant tracking · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityJob posting or distributionPublish or distribute job openings to candidate-facing channels. 4 points maximum	Supported4 / 4 pts Job-board distribution is documented. Official documentation · Oct 15, 2026Source
Core capabilityCandidate CRM or talent poolsRetain, search or re-engage prospects outside a single live application. 4 points maximum	Supported4 / 4 pts Talent rediscovery is documented. Official documentation · Oct 15, 2026Source
Depth checkDuplicate candidate handlingIdentify, merge or otherwise resolve duplicate candidate profiles. 5.6 points maximum Ask for a demonstration Submit the same candidate twice and show the safe deduplication or merge workflow. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts The reviewed evidence does not establish this advanced behavior: duplicate candidate handling. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkSearchable segmented talent poolsFilter saved candidates by structured attributes, history or pool membership. 6.4 points maximum Ask for a demonstration Find previously screened candidates with a chosen skill and exclude those already hired. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts The reviewed evidence does not establish this advanced behavior: searchable segmented talent pools. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityApplicant stagesTrack candidates through configured hiring stages. 4 points maximum	Supported4 / 4 pts The ATS manages candidate stages and bulk updates. Official documentation · Oct 15, 2026Source
Core capabilityCandidate follow-up workflowsAutomate or coordinate candidate communications and next-step tasks. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish candidate follow-up workflows at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkStage-triggered recruiting stepsTrigger a communication, task or configured workflow when a candidate changes stage. 5.6 points maximum Ask for a demonstration Move a test candidate to interview and show the triggered tasks or communications. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts The reviewed evidence does not establish this advanced behavior: stage-triggered recruiting steps. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkOffer or hiring approval workflowRoute an offer or hiring decision for approval before it is finalized. 6.4 points maximum Ask for a demonstration Prepare an offer outside the normal range and show the approver’s decision before sending. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Interview feedback summaries are presented in an offer approval flow for final sign-off. Official documentation · Oct 15, 2026Source
Core capabilityInterview schedulingCoordinate interviews or offer candidate self-scheduling. 3.2 points maximum	Supported3.2 / 3.2 pts Smart interview scheduling is documented. Official documentation · Oct 15, 2026Source
Core capabilityStructured interview feedbackCapture interview notes, scorecards or structured feedback for review. 3.2 points maximum	Not verified0–3.2 / 3.2 pts The reviewed documentation does not establish structured interview feedback at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkPanel or multi-part schedulingCoordinate several interviewers or interview sections with availability checks. 4.8 points maximum Ask for a demonstration Arrange a panel or multi-part interview and show how calendar conflicts are handled. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: panel or multi-part scheduling. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkControlled interview-feedback visibilityUse structured scorecards with permissions or visibility rules that protect independent feedback. 4.8 points maximum Ask for a demonstration Show what one interviewer can see before and after submitting their scorecard. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: controlled interview-feedback visibility. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityRecruiting-funnel reportsReport on applicant progress or conversion through hiring stages. 2.4 points maximum	Supported2.4 / 2.4 pts Recruiting analytics are documented. Official documentation · Oct 15, 2026Source
Core capabilityCandidate-source reportsReport on sourcing channels or candidate-source outcomes. 2.4 points maximum	Not verified0–2.4 / 2.4 pts The reviewed documentation does not establish candidate-source reports at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkStage-duration or bottleneck analysisReport time spent in hiring stages or aging applicants. 3.2 points maximum Ask for a demonstration Find the slowest stage for one job using actual stage timestamps. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts Recruiting dashboards expose pipeline health, hiring velocity and time-to-fill metrics. Official documentation · Oct 15, 2026Source
Depth checkExport detailed recruiting report dataExport recruiting report rows for independent reconciliation or analysis. 4 points maximum Ask for a demonstration Export the sample funnel/source report and reconcile totals with its candidate records. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts The reviewed evidence does not establish this advanced behavior: export detailed recruiting report data. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityAI candidate review or rediscoveryUse documented AI to assist application review, matching or candidate rediscovery. 2.4 points maximum	Supported2.4 / 2.4 pts AI talent rediscovery assists recruiting. Official documentation · Oct 15, 2026Source
Core capabilityAI interview or recruiting contentGenerate interview notes, questions, job content or scheduling assistance. 2.4 points maximum	Supported2.4 / 2.4 pts AI interview assistance is documented in the recruiting module. Official documentation · Oct 15, 2026Source
Depth checkEvidence-backed AI candidate assistanceShow the resume, profile, transcript or other source information supporting an AI recruiting result. 3.2 points maximum Ask for a demonstration Open the evidence behind an AI match, review result or interview summary. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts The AI summary consolidates each interviewer’s feedback within the candidate and approval workflow. Official documentation · Oct 15, 2026Source
Depth checkHuman control over AI hiring outcomesDocument review, approval or opt-in controls so AI assistance does not itself make the final hiring decision. 4 points maximum Ask for a demonstration Show how a recruiter accepts, changes or rejects an AI recommendation before a candidate-facing action. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts The AI interview summary supports human offer approval rather than completing the hiring decision by itself. Official documentation · Oct 15, 2026Source
Depth checkExport AI screening criteria and output for reviewDemonstrate “Export AI screening criteria and output for review” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Export AI screening criteria and output for review” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkReserve buffers between candidate-booked interviewsDemonstrate “Reserve buffers between candidate-booked interviews” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Reserve buffers between candidate-booked interviews” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkLocate failed candidate automations with a reasonDemonstrate “Locate failed candidate automations with a reason” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Locate failed candidate automations with a reason” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkTrack a vacancy against an approved headcount budgetDemonstrate “Track a vacancy against an approved headcount budget” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Track a vacancy against an approved headcount budget” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkRenew talent-pool consent before its recorded expiryDemonstrate “Renew talent-pool consent before its recorded expiry” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Renew talent-pool consent before its recorded expiry” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkCredit an employee referral to the correct applicationDemonstrate “Credit an employee referral to the correct application” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Credit an employee referral to the correct application” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkLimit an external interviewer to assigned interviewsDemonstrate “Limit an external interviewer to assigned interviews” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Limit an external interviewer to assigned interviews” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkReschedule an interview from the recruiter mobile appDemonstrate “Reschedule an interview from the recruiter mobile app” with a sample record; show the result, permissions and required plan. 2.5 points maximum Ask for a demonstration Demonstrate “Reschedule an interview from the recruiter mobile app” with a sample record; show the result, permissions and required plan. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source

Compare in Recruiting & applicant tracking →

Workflow automation · 28 features

22–99/100 documented fit

Core capabilities11.6–30.8 / 32 pts4/10 checks with established status

Workflow depth10.4–68 / 68 pts2/18 checks with established status

Show checksShowing fewer rows does not change the score.

Workflow automation · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityApplication connectorsUse supported connector operations to connect business applications. 4 points maximum	Supported4 / 4 pts Connected actions are limited to supported integrations. Official documentation · Oct 15, 2026Source
Core capabilityCustom APIs or webhooksConnect a custom HTTP API, webhook or custom connector. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish custom apis or webhooks at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkConnection identity and access scopeConfigure or inspect the identity/credentials and scope used by a connected application. 5.6 points maximum Ask for a demonstration Show which account a workflow uses and which data/actions its connection can access. A scenario to run with the supplier; not a completed product test.	Supported5.6 / 5.6 pts The API action explicitly configures the external method, authentication and payload. Official documentation · Oct 15, 2026Source
Depth checkAuthenticated webhook or API triggerProtect an inbound webhook/API trigger with authentication or documented verification controls. 6.4 points maximum Ask for a demonstration Call a test endpoint without valid credentials and show it being rejected. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts The reviewed evidence does not establish this advanced behavior: authenticated webhook or api trigger. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityConditional workflow pathsBranch or filter workflow execution based on conditions. 4 points maximum	Supported4 / 4 pts Employee-data triggers drive onboarding workflows. Official documentation · Oct 15, 2026Source
Core capabilityData transformation stepsMap, format or transform data between workflow steps. 4 points maximum	Not verified0–4 / 4 pts The reviewed documentation does not establish data transformation steps at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkIteration with conditional pathsProcess a list with loops/iteration and branch according to each item’s result. 5.6 points maximum Ask for a demonstration Process three records, route one exception separately and show the per-record results. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts The reviewed evidence does not establish this advanced behavior: iteration with conditional paths. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkExplicit error branch or fallbackDefine what should happen when an intermediate action fails. 6.4 points maximum Ask for a demonstration Fail the second step and show the configured fallback rather than a silent incomplete run. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts The reviewed evidence does not establish this advanced behavior: explicit error branch or fallback. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityExecution history and monitoringInspect workflow runs, job history or execution status. 3.2 points maximum	Not verified0–3.2 / 3.2 pts The reviewed documentation does not establish execution history and monitoring at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Core capabilityFailure handling or replayHandle errors or retry/replay a failed execution. 3.2 points maximum	Not verified0–3.2 / 3.2 pts The reviewed documentation does not establish failure handling or replay at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkPer-step input/output diagnosticsInspect individual step results and errors in a workflow execution. 4.8 points maximum Ask for a demonstration Open a failed run and show which step failed and the input/output relevant to repair. A scenario to run with the supplier; not a completed product test.	Supported4.8 / 4.8 pts The developer workflow guide directs users to execution history to inspect the API action and returned response. Official documentation · Oct 15, 2026Source
Depth checkControlled retry or failed-run replayConfigure or initiate retries/replay with visible execution boundaries. 4.8 points maximum Ask for a demonstration Retry the failed work and explain which completed actions will or will not run again. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts The reviewed evidence does not establish this advanced behavior: controlled retry or failed-run replay. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityWorkflow or team permissionsLimit access to workflows, teams or shared connections. 2.4 points maximum	Supported2.4 / 2.4 pts Existing platform permissions govern workflow/AI actions. Official documentation · Oct 15, 2026Source
Core capabilityDeployment or connection policy controlsUse environments, managed secrets, connector policies or comparable deployment controls. 2.4 points maximum	Not verified0–2.4 / 2.4 pts The reviewed documentation does not establish deployment or connection policy controls at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Depth checkWorkflow version or change historyInspect or restore earlier workflow definitions or a change history. 3.2 points maximum Ask for a demonstration Change a workflow, then show the previous version and restoration/audit options. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts The reviewed evidence does not establish this advanced behavior: workflow version or change history. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkRestricted shared credentials or secretsControl which collaborators can use or administer shared credentials/secrets. 4 points maximum Ask for a demonstration Give a colleague workflow access while showing the boundary around connection credentials. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts The reviewed evidence does not establish this advanced behavior: restricted shared credentials or secrets. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Core capabilityAI workflow-building assistanceUse natural language or AI assistance to construct or change a workflow. 2.4 points maximum	Not verified0–2.4 / 2.4 pts The reviewed documentation does not establish ai workflow-building assistance at this feature level. This is an evidence gap, not a finding that the capability is absent. Not verified · Oct 15, 2026Source
Core capabilityAI or agent steps at runtimeRun a model, agent or tool-enabled AI step inside an operational workflow. 2.4 points maximum	Limited1.2 / 2.4 pts AI-proposed actions require confirmation; scheduled AI automation is waitlisted. Official documentation · Oct 15, 2026Source
Depth checkAI step uses configured business contextProvide an AI step with explicit workflow data, knowledge or connected business records. 3.2 points maximum Ask for a demonstration Show the exact source records passed into an AI step for a sample execution. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts The reviewed evidence does not establish this advanced behavior: ai step uses configured business context. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkHuman approval before AI actionsInsert an approval or review boundary before AI-generated output triggers a consequential action. 4 points maximum Ask for a demonstration Let AI propose a record change and show the run waiting for human approval. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts The reviewed evidence does not establish this advanced behavior: human approval before ai actions. Request the demonstration above; absence of public evidence does not establish absence of the feature. Not verified · Oct 15, 2026Source
Depth checkDetect prompt-injection attempts before agent tool useDemonstrate: Detect prompt-injection attempts before agent tool use. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Detect prompt-injection attempts before agent tool use. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkOmit sensitive payloads from stored execution logsDemonstrate: Omit sensitive payloads from stored execution logs. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Omit sensitive payloads from stored execution logs. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkPreserve event order across successive executionsDemonstrate: Preserve event order across successive executions. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Preserve event order across successive executions. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkChoose pause or discard behaviour when failure storage is fullDemonstrate: Choose pause or discard behaviour when failure storage is full. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Choose pause or discard behaviour when failure storage is full. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkStop a workflow after a configured execution timeoutDemonstrate: Stop a workflow after a configured execution timeout. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Stop a workflow after a configured execution timeout. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkSuspend execution and resume from an external callbackDemonstrate: Suspend execution and resume from an external callback. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Suspend execution and resume from an external callback. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkRestrict workflow requests to approved destinationsDemonstrate: Restrict workflow requests to approved destinations. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Restrict workflow requests to approved destinations. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source
Depth checkRoll back supported transactional changes on failureDemonstrate: Roll back supported transactional changes on failure. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. 2.5 points maximum Ask for a demonstration Demonstrate: Roll back supported transactional changes on failure. State the plan, limits and behaviour on failure. Use a sample event, a repeated event and a failing destination. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan. Not verified · Oct 21, 2026Source

Compare in Workflow automation →

AI CAPABILITY CHECK

What does its AI actually do?

Native AI capabilities

Rippling AI analyzes connected data, builds reports, and proposes actions for approval.

Official AI source

Documented capabilities

Source-linked answers
Report generation
Reviewed actions

Limits to check

Explicit human confirmation for actions
AI automations marked waitlist
Cannot perform unsupported third-party integration actions

Understand the full price

Plans advertise a starting $8 per employee/month plus a base fee; the complete stack requires a quote.

Billing basis: quote. Unit: per employee/month plus base and modules. Currency: USD.

Payroll, benefits, recruiting, and other modules
Confirm AI access and deployment terms

Verify current pricing with the vendor

Integrations and deployment

Slack
LinkedIn
Indeed

AI inherits platform permissions and exposes source records.

US buying context

US HR/payroll/benefits product selection is modular; quote exact workforce and locations.

The evidence record

Pricing depends on products and workforce

Official evidence

AI actions require confirmation

Official evidence

Benefits changes synchronize with payroll

Official evidence

Recruiting combines pipeline and HR data

Official evidence

Source library

Research is based on documentation, not a hands-on performance test. Report a correction.

EXPLORE THE ALTERNATIVES

Keep your options open.

HR software alternatives · highest documented score first.

52–100/100 documented fit

BambooHR

An HR-centered platform with connected payroll, benefits, time, and recruiting modules.

Good fit forGrowing employers building a coherent employee database and lifecycle process.

Custom quoteper employee/month or small-company flat fee

View research

37–100/100 documented fit

OnPay

US payroll with published base pricing and separately priced HR and time options.

Good fit forSmall employers wanting straightforward multistate payroll pricing.

$49.00monthly base + $6/worker

View research

33–100/100 documented fit

Paychex Flex

Payroll and HR software with connected benefits, time tools, and service options.

Good fit forUS employers that want payroll technology with configurable service support.

Custom quoteconfigured package

View research