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AI & Automation

RAG Application Development that holds up under real users.

We focus on retrieval pipelines with evals on your real documents. Written scope, your stack, weekly demos — no account-manager layer.

2-3 weeksAnthropicStaging before prod

The board slide says AI but rag application development is blocking something else from shipping. We take a fixed window (2-3 weeks for first useful automation), integrate with Anthropic and pgvector, and demo progress every week.

Demos that skip escalation paths fail the first week in production.

We won't train on customer data without explicit access boundaries.

Who this is for

  • -Founders who need rag application development scoped before the next fundraise narrative.
  • -Product leads adding rag application development with evals — not demo-day features.
  • -Support or ops managers automating repeat work via rag application development.
  • -Teams that tried a chatbot hackathon and need rag application development in production.

Problems we solve

  • -RAG Application Development estimates balloon because acceptance criteria were never written.
  • -A previous vendor shipped rag application development that broke on edge cases in week two.
  • -Your team lacks bandwidth to own rag application development while shipping the core product.
  • -Integrations around Anthropic are fragile and nobody owns on-call.
  • -Stakeholders disagree on what "rag application development done" means — so nothing ships.

What we deliver

  • -Written scope for rag application development with explicit in/out of scope
  • -Weekly demo — live or recorded — with decisions logged
  • -Acceptance checklist signed before production launch
  • -Runbook for the failure modes we expect in month one
  • -Handoff doc so your team can maintain without us
  • -Working implementation in your repo using Anthropic and pgvector

How we work

  1. 1.Intake: stakeholders, Anthropic access, and success metric
  2. 2.Spec: written scope with in/out and test cases
  3. 3.Build: pair with your team or solo in your repo
  4. 4.Handoff: docs, runbook, and optional retainer

Why Futurebits

  • -Direct access to the people writing code or design files.
  • -We won't train on customer data without explicit access boundaries.
  • -Typical window: 2-3 weeks for first useful automation — stated in writing before we start.

Frequently asked questions

Who on your team works on RAG Application Development?

The same small team from kickoff to launch — not a rotating bench. You talk to the people writing code or design files.

What does the first week of RAG Application Development look like?

Access, repo setup, and a written scope draft. No build until you sign off on cut lines and the metric we're targeting.

Do you work with our existing Anthropic or pgvector setup?

Yes, when it's sane. We audit first and tell you if something needs replacing — we won't rip out working infra for sport.

What if we already started RAG Application Development in-house?

We pick up from current state, document what's there, and focus on what's blocking launch — not a rewrite unless necessary.

How is RAG Application Development priced?

Fixed scope for sprints (2-3 weeks for first useful automation). Broader work runs as a pod with weekly demos. We quote after a 30-minute scoping call.