AI chatbots that don't hallucinate your business away.
Customer support, internal Q&A, sales-assist, onboarding flows. Streaming responses, citations, memory, and an eval harness so quality stays sharp.
What's included
Production-grade AI chatbot development that ships, not theater.
- Streaming responses (SSE)
- RAG over your knowledge base, with citations
- Conversation memory + thread persistence
- Tool use (search, create ticket, fetch order)
- Embeddable widget or full-page UI
- Guardrails: refuse-list, PII redaction, rate limits
What you walk away with
Deliverables you keep — code, infrastructure, and the runbook.
- Deployed chatbot with widget or hosted page
- Admin panel for editing prompts and refusals
- Eval set + ongoing quality dashboard
- Per-user cost tracking
Frequently asked
Will the chatbot hallucinate about my business?+
Every answer is grounded in retrieved context, with citations the user can click to verify. The eval harness catches hallucinations before deploys.
Can the chatbot perform actions, not just answer?+
Yes — tool use lets the bot search your DB, create tickets, fetch order status, draft emails, etc. Risky actions go through an approval gate.
Does it work in languages other than English?+
Yes — multi-lingual via GPT-4 or Claude. Korean, Japanese, Spanish, Portuguese tested. The retrieval layer handles multi-lingual corpora with embedding model selection.
How do you keep ongoing quality?+
An eval harness with golden conversations runs on every deploy. You also get a live dashboard of unanswered questions, low-confidence answers, and user feedback signals.
Related services
AI integration services that survive production.
GPT, Claude, Whisper, custom RAG, agents, voice. Wired into your existing app with cost guardrails and latency budgets. Not a demo — a deployed system.
From $8,000RAG that retrieves the right chunk, every time.
Most RAG demos break in production. I build retrieval that works on real corpora — hybrid search, reranking, eval harnesses, and observability built in.
From $10,000Voice AI that feels real-time, not robotic.
Whisper for transcription. ElevenLabs and OpenAI for voices. Realtime API for live voice agents. Streamed end-to-end so users don't feel the latency.
From $8,000SaaS MVP development that ships, not theater.
From validated idea to paying customers. Auth, billing, multi-tenancy, admin, and AI — built end-to-end by the engineer who writes the code.
From $14,000Ready to scope your AI chatbot development?
Email me what you're building. I'll respond with a quote, scope questions, and a clear next step.