The Enterprise Context Layer for teams shipping with AI.
Every Cursor, Claude Code, and Windsurf session gets your team's accumulated knowledge — architecture decisions, code standards, hard-won patterns — injected automatically.
- ✓New devs productive in days, not weeks
- ✓Tech standards enforced in every AI session
- ✓Institutional knowledge stays when people leave
Free 60-day trial · Your data stays on your infrastructure
THE SAME QUESTION. TWO VERY DIFFERENT ANSWERS.
Generic. No context. Could be wrong for your team.
↑ Context auto-injected from 47 captured team sessions
Vibe coding is powerful for one person. It breaks down for teams.
Every AI session starts with zero knowledge of your team — your stack, your decisions, your standards. The AI has to be re-taught by every developer, every time.
Dev 2 asks which DB to use — AI gives a generic list: Redis, Postgres, DynamoDB, Memcached...
New hire needs 2 weeks of shadowing just to understand your stack and conventions.
Alex leaves. His 3 years of architecture decisions leave with him.
You re-explain your standards at the start of every single AI session.
Dev 2 asks which DB — gets: "Redis. Your team chose it in March because you already run it on AWS."
New hire commits meaningful code on day 2, not week 2.
Alex leaves. His knowledge stays in the Enterprise Context Layer forever.
Every AI session starts with your full team context — zero re-explaining.
WHAT YOUR ENTERPRISE CONTEXT LAYER (ECL) CAPTURES
“Use Redis for all session caching — we already run it on AWS. PostgreSQL for persistent data only.”
Captured from 3 Cursor sessions · March 2024
“snake_case everywhere in Python. No direct DB calls from the frontend — always go through the API layer.”
Enforced in every AI session · Since day 1
“Auth failures? Check JWT middleware token expiry before touching anything else. Saves 30 min every time.”
Captured from 12 debugging sessions
How Context captures and injects wisdom.
Two flows run on every AI session — one while you code, one silently in the background. Your developers notice neither.
$ ANTHROPIC_BASE_URL http://localhost:8765 → POST /v1/messages forwarding to Anthropic... ← 200 OK · streamed to cursor
{ "category": "tech_decision", "content": "Use Redis for sessions — already on AWS", "importance": 0.92 }
get_org_standards() ✓ Redis for sessions ✓ No direct DB from frontend ✓ Auth → check JWT expiry first AI now knows your team.
Local proxy on your infra · pgvector for semantic search · MCP for injection
Everything runs on your infrastructure.
Context is not a cloud service. It deploys inside your environment — your proxy, your database, your data. Nothing touches our servers.
Intercepts every AI API call silently
Pulls decisions + patterns from conversations
Stores org memory as semantic embeddings
Injects relevant context at every session start
Intercepted by proxy, forwarded unchanged to Anthropic / OpenAI
High-level decisions only — never raw source code
Stored as vectors in your PostgreSQL. Queried via semantic search.
Built for teams that can't afford to leak IP.
Most AI tools send your code to the cloud. Context doesn't. The entire wisdom layer runs on your infrastructure — no Context server ever sees your data.
"Use Redis for session caching — already on AWS"
"snake_case everywhere in Python"
"No direct DB calls from frontend"
"Auth failures → check JWT expiry first"
High-level decisions only. Stored in your database.
Your source code
Your API keys
Your prompts or conversation content
Any data outside extracted decisions
Continuum has no cloud backend that receives this data.
Your infra, full stop
The proxy, vector database, and MCP server all run inside your environment. Context has no cloud backend that touches your data.
No raw code stored
We never store source code. The extractor only captures high-level decisions — "use Redis for sessions" — not the code itself.
Dedicated instance
Your org memory is isolated. There is no shared multi-tenant database. Your team's context is never mixed with another org's.
Your API keys stay yours
The proxy forwards your existing Anthropic / OpenAI keys unchanged. Context never reads, stores, or retransmits them.
Full audit trail
Every memory capture is logged with source tool, developer, timestamp, and session ID. You control what gets retained or deleted.
IP-safe by design
Only extracted decisions reach the database. Your proprietary algorithms, business logic, and source code never leave your machine.
Know exactly how your team codes with AI.
Context captures everything that happens in AI sessions — which means it can surface insights no other tool can. Token costs, contribution scores, and personalised learning paths, all from data already flowing through the proxy.
Database optimisation patterns
12 sessions asking about slow queries this month
API security & auth flows
Repeated questions about JWT and session handling
React state management at scale
8 sessions debugging Zustand and prop drilling
Up and running in one day.
We handle the setup. Your developers just keep coding the way they already do.
We connect your tools
Our team configures Context for your existing AI coding tools — Cursor, Claude Code, Windsurf, Copilot. Under an hour. No changes to how your developers work.
Everything captures automatically
Architecture decisions, tech choices, debugging insights, conventions — extracted from every AI session and stored as org memory. No forms to fill. No manual tagging.
Every session starts with full context
Any developer, any tool, any new project — gets your org's accumulated knowledge injected automatically. New hires onboard in days. Senior knowledge never walks out the door.
Vibe coding that scales with your team.
Vibe coding is powerful for individual developers. Context makes it work at the org level — where knowledge, standards, and context need to be shared across people and time.
New devs hit the ground running
Instead of weeks of shadowing and reading outdated docs, new developers query the org memory and start contributing on day one. The institutional knowledge that used to live in senior devs' heads is now searchable.
Knowledge stays when people leave
When a developer leaves, their domain expertise stays. Every decision they made, every pattern they followed, every bug they solved — preserved in org memory forever. KT becomes a 5-minute query, not a 5-week process.
Your tech standards, auto-enforced
Define once: "We use Postgres everywhere." "snake_case in Python." "No direct DB access from frontend." Every AI session — Cursor, Claude Code, Windsurf — gets these rules injected automatically. No Slack reminders. No code review arguments.
Built for teams already doing vibe coding.
If your team is already using Cursor, Claude Code, or Windsurf to ship — Formulate Context is the Enterprise Context Layer that makes vibe coding scale past a single developer.
“We went from spending two weeks onboarding a new dev to having them commit meaningful code on day two. The context was just there.”
— CTO, early access team · 18 developers
We respond same business day · No sales pressure