Case studies

Problems we were handed, and what we did with them

Each of these started as a business problem someone was already losing money or time to. Written from the buyer's side of it — what was breaking, what we chose, and what we would tell someone facing the same thing. No client names.

37
AI Agents in Production
US, UAE, Pakistan
Clients in
3
Clouds in production
3
Industries Served

A platform serving several family offices, each managing a separate family's capital — investments, entities, commitments and the paperwork that defines them.

Financial Services / SaaS
Featured Case Study
multi-agent-system•11 min read

How a Multi-Family Office Made Its Own Documents Answerable

A family office's job is to know what a family owns and what it owes. That answer lived across QuickBooks, a document drive, a calendar and an inbox — and could only be assembled by a person opening files. Here is how the platform that serves those families made the question answerable without giving anyone access to a second family's data.

70+ endpoints
Endpoints behind the tenant boundary
60+ scopes
Permission scopes across five roles
7 specialist agents
Specialists behind one router, so the user picks a question not a tool
Google ADK 1.15Gemini 2.0 FlashGemini 2.5 ProFastAPIPython 3.11Next.js 16React 19Neo4j AuraFirestoreVertex AI SearchCloud RunFirebase AuthTerraformCloud Pub/Sub
11 min read•5/22/2026
Paralegent AI — our contract-review product, built and shipped by us
Legal / Contract Operations
document-intelligence

Why Contract Review Is Slow: The Playbook Only Exists in Someone's Head

Every company that reviews contracts has a playbook — the rules its legal team has agreed it will and will not accept. It is a document, and it does not scale. The reviewer scales it, from memory, one contract at a time. Here is what we built instead.

12 categories
Legal categories every clause is scored against
7 min
Microsoft Word Add-inVector searchAI reranking+2
A K-12 writing-curriculum publisher whose product is a methodology — an 11-episode course, two textbooks and 188 catalogued mini-lessons — sold to classroom teachers.
Education / EdTech
rag-system

How a K-12 Publisher Made 30 PDFs of Methodology Usable in a Classroom

A writing-curriculum publisher had 1.37 million characters of proven methodology and teachers who could not use it. The material was not the problem — finding the right piece of it at 7am on a Tuesday was. Here is how we made a catalogue answerable instead of searchable.

584 passages
Curated passages spanning the full catalogue
9 min
FastAPIPython 3.10Qdrant+9

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