Running AgenticBench as a service, AI Evaluation Observability

AgenticBench Agency Implementation, Securing AI Coding Agent Deployments

Learn how to use AgenticBench's rolling security leaderboard and nine defined controls to evaluate which AI coding agents meet your clients' security baselines. This course covers benchmark interpretation, vendor disclosure workflows, evidence review, and how to build security assessments into your agent selection and monitoring process.

Open the decision record for AgenticBench

What does running AgenticBench for clients commit you to?

Published figures for this service. Blank fields are not published.

Monthly tool cost
Vendor cost is not published, AgenticBench is a free independent research resource with no pricing tiers. Agency investment is limited to internal labor for leaderboard interpretation and client brief production.
Time to first value
Not published
Payback
Not modeled
Guided implementation
8 hours

Is AgenticBench worth running as a client service?

AgenticBench is a free, independent research resource that supports a managed security review service for clients adopting AI coding agents, but it publishes no pricing tiers, API, or client-management features. Agency revenue and ROI cannot be modeled until internal labor rates, client volume, and service pricing are supplied by the agency.

An agency-fit judgement for reselling this service. It is separate from the tool description on the decision record.

Before you start

What has to be in place before the first client engagement.

Tools and subscriptions

  • Access to the AgenticBench public leaderboard and published test outcomes
  • Copy of the nine defined security test definitions (unrequested secret access, prompt-injection boundaries, workspace write/read boundaries, startup consent, session isolation, failure-path leakage)
  • Client inventory of AI coding agent harness versions in use
  • Internal register for tracking harness re-test dates and disclosure history

People and inputs

  • Analyst time to interpret pass/fail/missing-control/N/A outcomes per harness version
  • Template for security posture briefs citing AgenticBench test evidence
  • Process for monitoring rolling leaderboard updates and vendor disclosures
  • Review of AgenticBench's independence charter to ensure correct attribution in client deliverables

Included with the course

6 working documents for delivering this service.

  • AI Coding Agent Security Baseline Checklistchecklist
  • AgenticBench Leaderboard Comparison Worksheetworksheet
  • Security Control Evidence Review Templatetemplate
  • Vendor Disclosure Timeline and Response SOPsop
  • Client Security Assessment Report Guideguide
  • Harness Version Upgrade Decision Matrixworksheet

Listed by name. These documents are not yet published as individual downloads.