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How Rippling’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score14/100

Agent-ready 11.7 × 0.30 = 3.51

API quality 2.6 × 0.20 = 0.52

Openness 6.9 × 0.20 = 1.38

Built-in AI 32.0 × 0.15 = 4.80

Automation 24.8 × 0.15 = 3.72

(3.51 + 0.52 + 1.38 + 4.80 + 3.72) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 13.93 ÷ 1.00 = 13.9

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready11.7/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Run the product headlessly / in CI for automationweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Plug MCP servers into this product so it can use their toolsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://www.rippling.com/integrations“Leverage Rippling extensions and development kits”
  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com/developers“Publish to the Rippling App Shop and unlock support through our Choice program.”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”

Connect an agent via an official MCP serverweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Use an official CLIweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Drive the product through a documented public APIweight 3

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [claimed-docs] https://www.rippling.com/developers“Publish to the Rippling App Shop and unlock support through our Choice program.”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com“Permissions and approvals are dynamic and role-based, automatically governing what each employee can do across every app. Define rules once and have them enforced everywhere.”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”

Build against official SDKsweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://www.rippling.com/integrations“Leverage Rippling extensions and development kits”
  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Subscribe to events via webhooksweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://www.rippling.com/integrations“Use Rippling’s platform capabilities to run reports across your third-party app data or trigger workflows–like automating a Slack alert based on a Zendesk ticket.”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”

Agent-ready = 24.6 ÷ 210 × 100 = 11.7

API quality2.6/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 3 (quality) × 0.6 (partial) = 1.8 of 10 max

  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

API quality = 1.8 ÷ 70 × 100 = 2.6

Openness6.9/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://www.rippling.com/integrations“Leverage Rippling extensions and development kits”
  • [claimed-docs] https://www.rippling.com/developers“Access to developer documentation and sandbox environment”
  • [claimed-docs] https://www.rippling.com/developers“Publish to the Rippling App Shop and unlock support through our Choice program.”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [probe] https://github.com/Rippling/rippling-cli“official CLI documented at https://github.com/Rippling/rippling-cli”

Self-host the core productweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Openness = 4.8 ÷ 70 × 100 = 6.9

Built-in AI32.0/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://www.rippling.com/time-and-attendance“Use AI to build reports and dashboards on labor cost trends, overtime by location, and more.”
  • [claimed-docs] https://www.rippling.com“A tablet displaying an Annual Headcount Plan dashboard with purple line charts and a prompt reading "Show me headcount vs plan."”
  • [claimed-docs] https://www.rippling.com/benefits“Have Rippling AI automatically review proof of relationship documents and approve coverage if they’re valid.”
  • [claimed-docs] https://www.rippling.com/benefits“Employees can get instant answers to questions, compare plans, and submit qualifying life events with AI, on desktop and mobile.”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://www.rippling.com/global-payroll“Easily build custom workflows to notify people of important changes and automate administrative tasks—like triggering a reminder to pay a bonus.”
  • [claimed-docs] https://www.rippling.com/integrations“Use Rippling’s platform capabilities to run reports across your third-party app data or trigger workflows–like automating a Slack alert based on a Zendesk ticket.”
  • [claimed-docs] https://www.rippling.com/integrations“Automatically provision and deprovision accounts from onboarding to offboarding.”
  • [claimed-docs] https://www.rippling.com/integrations“Attribute mapping allows updates made to user fields in Rippling—like photo, department, or preferred name—to automatically apply to your third-party apps.”
  • [claimed-docs] https://www.rippling.com/integrations“Supergroup rules for app access let you group, manage, and automate user permissions to your integrated apps as roles change across the employee lifecycle.”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

  • [claimed-docs] https://www.rippling.com/time-and-attendance“Use AI to build reports and dashboards on labor cost trends, overtime by location, and more.”
  • [claimed-docs] https://www.rippling.com/benefits“Have Rippling AI automatically review proof of relationship documents and approve coverage if they’re valid.”
  • [claimed-docs] https://www.rippling.com/benefits“Employees can get instant answers to questions, compare plans, and submit qualifying life events with AI, on desktop and mobile.”
  • [claimed-docs] https://www.rippling.com“A tablet displaying an Annual Headcount Plan dashboard with purple line charts and a prompt reading "Show me headcount vs plan."”

Operate the product with natural-language commandsweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://www.rippling.com“A tablet displaying an Annual Headcount Plan dashboard with purple line charts and a prompt reading "Show me headcount vs plan."”
  • [claimed-docs] https://www.rippling.com/time-and-attendance“Use AI to build reports and dashboards on labor cost trends, overtime by location, and more.”
  • [claimed-docs] https://www.rippling.com/benefits“Employees can get instant answers to questions, compare plans, and submit qualifying life events with AI, on desktop and mobile.”

Built-in AI = 28.8 ÷ 90 × 100 = 32.0

Automation24.8/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://www.rippling.com/benefits“Upload a carrier EOI file and Rippling matches each decision to the right employee, updates their coverage, and adjusts payroll deductions in bulk.”
  • [claimed-docs] https://www.rippling.com/benefits“Automatically approve dependents, update coverage, and route EOI in bulk”
  • [github] https://github.com/Rippling/rippling-cli“The Flux commands as part of the Rippling CLI allow both first-party and third-party App developers to create, manage and deploy Rippling-hosted integrations.”
  • [claimed-docs] https://www.rippling.com/developers“Leverage Rippling’s unified platform and APIs to build custom apps that extend functionality across HR, IT, and finance.”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

  • [claimed-docs] https://www.rippling.com/global-payroll“Easily build custom workflows to notify people of important changes and automate administrative tasks—like triggering a reminder to pay a bonus.”
  • [claimed-docs] https://www.rippling.com/integrations“Use Rippling’s platform capabilities to run reports across your third-party app data or trigger workflows–like automating a Slack alert based on a Zendesk ticket.”
  • [claimed-docs] https://www.rippling.com/integrations“Automatically provision and deprovision accounts from onboarding to offboarding.”
  • [claimed-docs] https://www.rippling.com“Permissions and approvals are dynamic and role-based, automatically governing what each employee can do across every app. Define rules once and have them enforced everywhere.”
  • [claimed-docs] https://www.rippling.com/integrations“Supergroup rules for app access let you group, manage, and automate user permissions to your integrated apps as roles change across the employee lifecycle.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://www.rippling.com/global-payroll“Easily build custom workflows to notify people of important changes and automate administrative tasks—like triggering a reminder to pay a bonus.”
  • [claimed-docs] https://www.rippling.com/integrations“Use Rippling’s platform capabilities to run reports across your third-party app data or trigger workflows–like automating a Slack alert based on a Zendesk ticket.”
  • [claimed-docs] https://www.rippling.com/payroll“Run payroll on your schedule Stay flexible and process payroll as often as you need — at no extra charge.”
  • [claimed-docs] https://www.rippling.com/integrations“Automatically provision and deprovision accounts from onboarding to offboarding.”

Version, review, and roll back my automationsweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Automation = 19.8 ÷ 80 × 100 = 24.8