I will integrate an ai chatbot or llm feature into your app

Most AI features fail the same way. The model answers confidently from nothing, and users stop trusting it by the second wrong reply.

I build the boring parts that stop that happening. Your own docs, policies and past tickets get indexed and searched first, so the model answers from your content instead of guessing. When confidence drops below a threshold you set, it stops and hands off to a human with the full context attached.

What you get:

A working feature deployed into your app, not a repo to figure out.

Retrieval over your own content, so answers are grounded and cite a source.

A confidence gate and human handoff, so it refuses instead of inventing.

Cost controls, a token budget per conversation and a monthly ceiling.

Logs of every message, source and tool call, so you can audit what it said.

Works with Claude or GPT. Model choice is a config value, not a rewrite, so you can swap later without touching the integration.

Typical builds: support chatbot, content generation, document search, or an internal assistant over your data.

Tell me what your app is built in and what the feature should do, and I will say straight whether 4 days is realistic.