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Intercom

Mandate: yes SaaS / customer service AI Under 5k employees^[2]

Intercom publicly committed to doubling R&D productivity within 12 months. It set targets for the share of pull requests driven by agents (Claude Code) and approved by AI.^[1]^[2]

Tools

Claude Code^[1]^[2]^[3]

Metrics tracked

Intercom tracks PRs per R&D person per month, the product defect backlog, idea-to-ship speed, downtime from breaking changes, cost per PR, the share of agent-driven PRs and the share of AI-approved PRs.^[1]^[2]

Guardrails

Intercom says it has built shared Claude Code plugins, skills and hooks to encode its standards.^[3]

Hiring, reviews & process changes

Code review changed: 19% of merged PRs are now auto-approved by AI with no human review.^[2]

Reported results

PRs per R&D person rose from 16 to 33 per month, and the product defect backlog fell 54%.^[2]
Product changes ship 39% faster, and downtime from breaking changes fell 35% even as deployments doubled.^[2]
Fully loaded cost per PR was cut in half, and 93.6% of PRs are agent-driven via Claude Code.^[2]
1,100 of Intercom's 1,305 employees use Claude Code.^[2]

Metric tags: PR throughput, Quality / defects, Adoption rate, Cost per PR

Editor's note: The mandate is classed as 'yes' because leadership set explicit, organization-wide adoption targets.

Sources

Ideas by Fin/Intercom: 2x, nine months later · 2026-04-16 · company source
Darragh Curran (Intercom CTO) on LinkedIn: Nine months ago, we publicly committed to 2x... · 2026-04-16 · primary source
Ideas by Fin/Intercom: How we use Claude Code today at Intercom · 2026-03-19 · company source

Last verified 2026-10-25. Industry and size are editorial bands; see methodology. Spot an error? Submit a correction.