Repo-aware completions, PR summaries, and policy—Copilots that respect your licenses and secrets.
Ship faster without leaking secrets—assistants grounded in your codebase and standards
We index repositories with secrets scanning before embeddings land in vector stores—developers get context-aware suggestions without pasting API keys into chat. Style rules and architecture guidelines inject as system prompts; generated diffs run through linters and unit tests in CI before merge. Usage analytics show adoption by team and language—FinOps ties token spend to cost centers instead of one opaque invoice.
01 // THE MANDATE
Repo-aware completions, PR summaries, and policy—Copilots that respect your licenses and secrets.
We index repositories with secrets scanning before embeddings land in vector stores—developers get context-aware suggestions without pasting API keys into chat. Style rules and architecture guidelines inject as system prompts; generated diffs run through linters and unit tests in CI before merge.
Usage analytics show adoption by team and language—FinOps ties token spend to cost centers instead of one opaque invoice.
02 // ENGINEERING
Development process
Structured phases—from discovery to launch—with clear ownership and handoff points.
Repo policy (weeks 1–3)
MVP (weeks 3–10)
Pilot (weeks 8–14)
Hardening (weeks 12–18)
Operate (ongoing)
03 // CAPABILITIES
Core Capability Matrix
The building blocks of your solution
IDE
VS Code/JetBrains plugins optional.
Context
repo chunking; symbol graph optional.
Chat
explain; refactor; test gen.
PR
summaries; risk flags optional.
Policy
blocked paths; license headers.
Security
secret scan; SAST hooks optional.
Models
BYO endpoint; on-prem LLM optional.
SSO
OIDC; group entitlements.
Analytics
adoption; suggestion acceptance.
API
batch doc generation optional.
04 // DELIVERY LIFECYCLE
The strategic roadmap
Milestones and checkpoints—each phase has a clear outcome before the next begins.
Weeks 1–3: Security review of indexing.
Weeks 4–8: Internal dogfood.
Weeks 9–14: Team pilots.
Weeks 15–18: Org-wide with budgets.
Ongoing: Custom style guides; fine-tunes optional.
05 // PRODUCT SCOPING
Choosing your path
Two engagement models—start lean and iterate, or commit to a full platform build from day one.
MVP
Speed & essentialism
Full product
Enterprise maturity
06 // PARTNERSHIP
Why work together
A single accountable partner across strategy, build, and go-live—not a revolving door of vendors.
End-to-end ownership: discovery, architecture, implementation, and launch—with clear communication and production-grade engineering.
- Discovery & alignment
- Systems that scale
- Implementation depth
- Clear comms
07 // CLARITY
Frequently asked
No training on your code without contract; enterprise agreements with model providers scoped.
08 // MORE SOLUTIONS
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Tell me about your product goals and timeline—I'll respond with a clear path forward.