What Users Get
RetrieveIT.ai lets teams search across all their documents with AI that actually understands context. Connect your Google Drive, GitHub repos, or Gmail - then ask questions in plain English and get synthesized answers with citations.
Ask, Don't Search
"What was the decision on the auth system?" instead of digging through 47 Confluence pages. Get answers with direct links to source documents.
Conversations That Remember
Long conversations don't lose context. Ask follow-up questions and the AI remembers what you discussed 50 messages ago.
Team Workspaces
Organize by project or team. Share knowledge bases with colleagues while keeping other workspaces private.
Connect Everything
Google Drive, GitHub, Gmail - connect with OAuth in seconds. Your docs sync automatically, always up to date.
The Timeline
Domain + Core Auth
Registered retrieveit.ai. Passwordless magic links working by midnight.
Search + Workspaces
Semantic search with Bedrock. Multi-tenant workspaces. Conversation memory.
Integrations + Billing + CI/CD
Google Drive, GitHub, Gmail OAuth. Stripe subscriptions. Automated tests + GitHub Actions pipeline.
Launch
Marketing site live. App deployed via CI/CD. First signups within hours.
What Made This Possible
6 days for a production SaaS isn't magic. It's methodology. Context Engineering means AI doesn't guess - it executes from documented patterns.
ADRs → Instant Patterns
Need OAuth? Query the ADR. Need multi-tenant isolation? Query the ADR. Every pattern already documented, tested, proven.
Serverless → Ship Fast
No servers to provision. No clusters to configure. Write the Lambda, deploy, done. Scales automatically, costs nothing at idle.
Not A Hackathon Project
Fast doesn't mean cutting corners. This is production software with real tests, real CI/CD, and real security:
- Automated test suite - Unit tests, integration tests, coverage reports. Every Lambda function tested before deploy.
- CI/CD pipeline - GitHub Actions runs tests, validates Terraform, deploys on merge. No manual deploys.
- Multi-tenant isolation - Your data is cryptographically separated. One customer can never see another's documents.
- Encrypted OAuth tokens - Your Google/GitHub credentials are encrypted at rest with KMS.
- Fail-closed billing - If Stripe fails, queries stop. No "free tier by accident."
These aren't features we added later. They were built in from Day 1 because the patterns were already documented.
The Point
A consultancy would quote 3-6 months and $150K+ for this scope.
We shipped it in 6 days. Same methodology. Available to your team.