Case Studies

Real projects. Real timelines. Context Engineering in action.

OutcomeOpsAI Assist6 Months · 296 Commits

Inside OutcomeOps AI Assist: Workspace Budgets, OCSF Audit, and Two Integrations in a Day

A look at the enterprise platform we use to ship our own product — workspace-scoped cost caps, OCSF-formatted audit streams piped to any SIEM, and the same-day rollout of OneDrive and OneNote that proves the integration pattern.

Context EngineeringEnterpriseOCSF AuditCost Governance

Published May 11, 2026

Read Case Study

Key Results

48
Lambda Functions
OCSF v1.3
Audit Wire Format
Workspace
Budget Cap Scope
OneDrive + OneNote
Shipped in 2 Days
RetrieveIT.AI4.5 Months

How RetrieveIT.AI Ships New OAuth Connectors in a Day, Not a Week

A deep dive on the 16-integration OAuth platform powering RetrieveIT.ai — built on AWS S3 Vectors, workspace-scoped tokens, and a shared file-ingestion Lambda that turned every new connector into a one-day exercise.

Context EngineeringOAuthAWS S3 VectorsMulti-Tenant SaaS

Published May 11, 2026

Read Case Study

Key Results

16
OAuth Integrations
543
Commits in 4.5 Months
S3 Vectors
Vector Database
66
UI Pages
MyFantasy.aiBeta Launch

AI-Suggested, Human-Approved: Building MyFantasy.ai at $0.031 per Episode

A consumer fantasy sports platform live in beta with RuPaul’s Drag Race All Stars — Bedrock extracts candidate scoring events, humans approve before any write, and every dollar of inference is measured before we open the second show.

Context EngineeringConsumer AppAWS BedrockAI Scoring

Published May 10, 2026

Read Case Study

Key Results

60
Lambdas Shipped in 22 Days
$0.031
Bedrock Cost / Episode
100%
Human-Approved Scoring
12
Inherited ADRs
RetrieveIT.AI6 Days

How We Built RetrieveIT.AI: From Domain to Launch in 6 Days

A multi-tenant semantic search SaaS platform - from idea to paying customers in under a week using Context Engineering.

Context EngineeringSaaSSemantic SearchServerless

Published January 6, 2025

Read Case Study

Key Results

6 Days
Idea to Launch
3
OAuth Integrations
Day 7
Time to First Customer
$0/idle
Infrastructure Cost

Ready to Be Our Next Case Study?

See how Context Engineering can transform your development velocity.

Schedule a Conversation