AI

AI Integration for Existing Products

Typical engagement: $8k–$35k · 3–8 weeks

What this is

Ubikon adds AI — assistants, retrieval, automation — into a product you already ship, without a rewrite. A typical integration runs $8k–$35k across 3–8 weeks, scoped around your existing codebase and data rather than a greenfield architecture.

What you get

Concrete deliverables, not a vague promise.

  • An AI feature that ships inside your existing app, in your existing design system, not a bolted-on widget
  • A codebase audit up front so the integration respects patterns your team already uses
  • An evaluation set specific to the feature, so quality is measured before and after launch
  • Documentation your existing team can maintain without depending on us long-term
  • Rate limiting and cost monitoring on the new AI-calling code path

How we build it

Stack and architecture for a typical build.

Whatever your product already runs on — the integration is scoped to fit your existing stack, adding the Claude API and a retrieval layer only where the codebase doesn't already have an equivalent.

Architecture diagram: Your existing app → New AI route → Claude APIexisting authYour existing appNew AI routeadded, not rewrittenClaude API
Named case studies for this service are pending client permissions (see our comparison page for the honest version of this section right now). We won't publish invented ones.

Pricing

Where the number comes from.

The $8k–$35k range above is priced from real delivery data across 300+ completed projects — not a day rate multiplied by a guess. A full itemized breakdown by phase is available on a scoping call, or get a rough one now from the calculator below.

Open the cost calculator

The honest comparison

Integrating AI into an existing product vs a rewrite

A rewrite is sometimes the honest answer — but it is rarely the first one.

 Integration (Ubikon default)Rewrite around the AI feature
Risk to existing functionalityLow — additive changeHigh — everything is in motion at once
Time to ship3-8 weeks typicallyMonths
Cost$8k-$35k typicallyFull product-build pricing
Best fitAdding a real, scoped AI capability to a live productThe existing codebase is already due for replacement regardless of AI

Process

3–8 weeks, start to launch.

  1. Codebase audit

    What exists today, and where the new feature fits without fighting the current architecture.

  2. Fixed quote, 48 hours

    Priced by integration complexity, not treated as a greenfield build.

  3. Weekly builds

    The feature ships inside your real app from week one, not a separate demo.

  4. Launch with an eval set

    Quality measured against real examples before and after launch.

Straight answers

What buyers ask about this service

Can you add AI to our product without a full rewrite? +

Yes — this is the default approach. Most AI features are additive: a new API route, a new UI surface, calling into your existing auth and data layer, not a ground-up rebuild.

How much does AI integration cost? +

Most integrations run $8,000–$35,000 across 3-8 weeks, priced by how much retrieval/context work the feature needs and how deeply it touches existing code paths.

What if our codebase makes the integration harder than expected? +

We audit the codebase against our published standards before quoting, specifically to catch this — if a rewrite genuinely is the honest answer for a particular case, we say so before you commit budget to an integration that would fight the existing architecture.

One call. One fixed number.

Tell us about your ai integration project.

30 minutes, no deck. A fixed quote follows within 48 hours.