Claude Code in CI/CD without handing it the keys
Headless Claude Code reviewing pull requests and fixing failing builds in GitHub Actions against Amazon Bedrock, with a trust boundary untrusted PR content can't cross and merging left to people.
Assess · Build · Enable — for teams shipping Claude
the model is rarely the problem.
We help engineering teams get Claude systems past the demo: integrated, secure, evaluated, and run by their own people.
how we help
Assess decide what to build and why “We know AI matters but don't know where it fits.” Build make it survive production “Our proof of concept works in the demo and has been stuck short of production for months.” Enable make the team able to operate it “Everyone uses Claude differently and nothing carries over.”
four ways it goes wrong
- 1
The architecture was wrong, and now it's expensive to switch
A pattern that suited the demo gets locked in before anyone asks what the system must do at scale, under audit, or when the model changes.
Prevented by Assess → - 2
The integration skipped security review, so it never ships
Security finds the design late, sends it back, and the project stalls between proof of concept and production.
Prevented by Build → - 3
A safety control everyone assumed was there fails at the worst moment
Screening and authorisation that were never placed deliberately don't fail closed when an input or tool call goes wrong.
Prevented by Build → - 4
The design only one person understands collapses at handoff
Configuration and know-how live in one engineer's head, so the system degrades the week they move on.
Prevented by Enable →
from our field notes
Document extraction that knows when to ask a person
An event-driven pipeline that extracts structured data from documents with Claude on Amazon Bedrock, checks it against evidence, and sends only the doubtful cases to human review.
A multi-agent research pipeline, and when to use one agent instead
An orchestrator that splits a research question across parallel workers with narrow contexts, then synthesises cited findings and names what it couldn't cover.