See it work · live demo

See it answer, from your data.

Most chatbots guess. Mine retrieves the exact passage from your own documents, then answers from it, and shows the source. Here's the whole thing, live and step by step.

0/7
Always-on answers, day & night
0%
Answers backed by a real source
3–7
Days to launch, not months
0
Made-up policies or fake answers
The flow

Your query, routed to a grounded answer.

The question hits the RAG core, which pulls from your docs and asks GPT or Claude, then answers only from what it found.

1

Understands the question

It detects the intent and entities behind the query, is this about shipping, returns, or a specific product?

2

Searches your vector index

It embeds the query and retrieves the top passages from your data, each with a relevance score.

3

Reranks & grounds

It reranks the results, locks onto the best source, and ignores the rest, using GPT-4o or Claude.

4

Answers with sources + confidence

It streams an answer built only from what it found, cites every source, and shows a grounding score, or says "I don't know".

answer-engine · rag GPT-4o grounded
Understand Retrieve Rerank Generate Cite
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Why it matters

Grounded, not guessing.

A generic bot

  • Answers from the model's general memory
  • Invents policies & details, confidently
  • No way to verify an answer
  • Bluffs when it doesn't know

A grounded RAG bot

  • Answers from your real documents
  • Shows the source for every answer
  • Stays accurate as you update your data
  • Says "I don't know" and escalates
Perfect for

Built for businesses that get asked the same things all day.

If your customers ask about products, orders, policies, or how things work, a grounded chatbot handles it 24/7.

E-commerce & Shopify

Sizing, order status, shipping, and returns, answered from your store's own data.

Customer support

Deflect the repetitive tickets automatically and free your team for the hard ones.

Docs & knowledge base

Turn manuals, FAQs, and policies into instant, accurate answers with sources.

Service businesses

Answer common questions, capture leads, and point people to the next step.

What you get

A support agent that never sleeps, and never lies.

✓

Grounded answers with sources. Every reply traces back to your real content.

✓

On-brand, mobile-first widget. Looks like part of your site, feels great on phones.

✓

Human handoff. When it's unsure, it escalates instead of bluffing.

✓

Trained on your data. Docs, FAQs, products, policies, your knowledge, searchable.

✓

Fast launch. Most starter builds go live in 3–7 days.

✓

Yours to keep. Clean, documented, and easy to update as you grow.

FAQ

Questions people ask before we start.

How long does it take to build?

A focused, grounded chatbot for one site is usually a matter of days, not months most of the work is organising your content well, not the AI itself. Most starter builds launch in 3–7 days.

Do I need to provide the data?

Yes, the bot answers from your documents, FAQs, products, and policies. If it's not written down yet, I help you organise it. The clearer your content, the better the answers.

Which AI models do you use?

The best current models, OpenAI's GPT and Anthropic's Claude, wrapped around your data with RAG (retrieval-augmented generation) so they answer for your business specifically.

Can it connect to my Shopify store?

Absolutely. It can answer about sizing, orders, shipping, and returns from your store's own information, and live on your storefront on every page.

What happens when it doesn't know?

It says "I don't know" and hands off to a human (or captures the email) instead of inventing an answer. That's what keeps customers trusting it.

How much does it cost?

It depends on your data and integrations. A custom RAG assistant typically runs from a few hundred to a few thousand dollars, see the full cost breakdown, or email me for a real quote.