How We Work

We build production AI
for you.

You don't need an AI team. You need AI that works. We handle the engineering — on your data, in your cloud, under your security requirements.

Three phases. No surprises.

Every engagement follows the same structure: prove it works, build it for production, run it reliably.

10 days
01
Prove

Working endpoints on your real data — not a slide deck.

  • We connect to your actual data sources
  • You get live API endpoints to test
  • $100 in API credits included
  • Shared cost model so leadership can evaluate
Weeks 2–8
02
Build

A dedicated engineer ships production architecture.

  • Deploys on your cloud (AWS, GCP, Azure)
  • Handles model selection, RAG pipelines, security
  • Shared repo — you own the code
  • Weekly demos so your team stays in control
Ongoing
03
Run

We manage uptime, model updates, and scaling.

  • SLA guarantees and incident response
  • Model updates as providers ship new versions
  • Quarterly reviews with your team
  • You can take over operations at any time

Same platform, whether you build or we build

The AI Suite is one product. Self-serve customers and our engineering team use the same models, the same vector databases, and the same security layer. Nothing changes when you scale.

Context-grounded answers

RAG over your documents. Answers cite your content, not training data.

Per-user persistent memory

Session threads per user, persisted to your database.

Role-aware AI surfaces

Different modes and data scopes per role — advisor, staff, client.

Graceful fallback

Rule-based fallback when endpoints are unreachable.

Analytics & observability

Usage, latency, and quality metrics in a dashboard your team controls.

Zero infrastructure overhead

No model endpoints or embedding pipelines to manage. We run the stack.

Case study
Lesson-aware AI for every student.
Live in 4 days.

Acceleo Matemática needed a role-aware AI teaching assistant with per-student memory and curriculum-grounded answers. No AI infrastructure to manage.

<4 days

API key to live

0

Infra to manage

5

Lesson stages

Read the full case study

Start with a proof

10 days. Real data. Working endpoints. No commitment beyond the pilot.

Apply for the pilot

$100 in API credits included · Shared cost model · Your data stays in your cloud

© 2026 SundayPyjamas. All rights reserved.