Archivolt

AI Feature Sprint

Add a production-grade AI feature to your product. Four weeks. Fixed price.

For SaaS founders who want AI that holds up in production — not a demo that breaks under real usage.

Who this is for

You have a working product. You want AI that actually ships.

You have an existing SaaS product and want to add one AI feature — search, Q&A, extraction, or an agent.

You've tried a prototype but it hallucinates, retrieves the wrong content, or breaks on real files.

You want someone who's built production RAG systems, not someone who followed a tutorial.

What we build

Four feature types. One sprint.

Document Q&A

Your team asks questions in plain English. The system finds the answer in your documents and cites the source.

Semantic Search

Users search by meaning, not exact keywords. Works on product catalogs, knowledge bases, support docs.

Data Extraction

Pull structured data out of unstructured files — PDFs, contracts, forms — without hand-coding every field.

AI Agent

A scoped assistant that can read, draft, or triage inside your product. Write access only where you authorize it.

Not sure which fits? We figure it out on the scoping call.

What ships with every feature

You own it completely on day one.

No SaaS dependency, no recurring fee, no lock-in. The code lives in your repo.

  • Working feature in your codebase — not a separate service
  • Test suite you can run to verify behavior
  • Deployment to your existing infrastructure
  • Inline citations or abstain logic if using RAG
  • 30-minute handover walkthrough with documentation
  • Source code you own completely

How it works

Three steps from first call to shipped feature.

01

20-min scoping call

We figure out what feature fits your product and what production-ready means for your use case. No pitch deck.

02

Scope document

Exact deliverables, timeline, and fixed price in writing before we start. No surprises mid-build.

03

Four-week build

Weekly updates, working software throughout. You own the code, tests, and deployment on day one.

Pricing

Starting from $3,500

Fixed scope, fixed price. The exact number is agreed in the scope document before a line of code is written.

Fixed price4-week deliveryYou own the codeNo retainer needed

The scoping call is free.

20 minutes to understand what you have, what the feature should do, and whether a fixed-price sprint is the right shape for it. No obligation.

Book the call

Built on the same stack

Ragix — a production RAG platform we built ourselves.

501
tests passing at V1 ship
Hybrid
dense + full-text search with reranking
Zero
LLM write access to retrieval or auth logic
See AI product engineering details

Ready to build? Book a free 30-minute discovery call.