The approach
Why grounded answers
Grounded answers (often called RAG) keep every reply inside your content - not the internet, not training data, and not guesswork.
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- Chatref finds the right information from your own content before it writes any answer.
- Answers are grounded in your business data, not general knowledge or internet search.
- If the information is missing from your content, Chatref says so instead of making something up.
- Update your content and the next answer reflects it, with no retraining step.
Why general AI answers are risky for business
General AI tools are trained on huge amounts of public text. They write fluent replies, but those replies can be outdated, incomplete, or simply invented. When information is missing, they fill the gap with plausible-sounding text that has no basis in your real content.
For customer support and documentation, a wrong answer is worse than no answer. It breaks trust, creates more tickets, and can put your company at risk.
What grounded answers do differently
Chatref changes the order. Instead of writing first and hoping it is right, it finds the relevant information from your content first, then writes an answer using only that. It never leans on general knowledge, public data, or internet search.
- Find first. Your question is matched against your own content.
- Answer within bounds. The reply is written only from what was found.
- Honest gaps. If nothing relevant is found, Chatref says so instead of inventing an answer.
The flow
Find first, then answer.
When a question arrives, Chatref finds the most relevant parts of your own content, writes an answer using only what it found, and shows where the answer came from. If nothing relevant is found, it says the answer is not available.
Details
Why it works for business.
How grounded answers build accuracy and trust
Because Chatref finds the information before writing, replies stay tied to your real content. Ask the same question twice and you get the same answer, as long as the content has not changed. That consistency builds trust over time.
Every reply can be traced back to its source, so your team can check where an answer came from. If something is wrong, you fix the source content and fix it at the root.
When grounded answers are the right fit
- Customer support. Answer from your help docs, policies, and past tickets accurately.
- Internal knowledge. Let teams ask company questions without digging through files.
- Product guidance. Walk users through features and troubleshooting from your docs.
- Compliance-sensitive work. Keep answers inside approved content, with no speculation.
What happens when information is missing
If your connected content does not hold the answer, Chatref says the answer is not available. It does not guess, speculate, or fall back on general knowledge. For business AI, saying nothing beats saying something wrong.
What are grounded answers?
Grounded answers come only from content you connect, such as your docs, FAQs, and website. The AI finds the relevant information first, then answers from it. This keeps replies accurate and avoids made-up answers.
How is this different from a general AI chatbot?
A general chatbot answers from broad training data and can invent details. Chatref answers only from your content, so replies stay tied to your real, current information.
Can it still make things up?
It is far less likely, because the answer is limited to what was found in your content. If nothing relevant is found, Chatref says the answer is not available rather than inventing one.
What content can I use?
PDF, DOCX, TXT, CSV, and Markdown files, plus website URLs. Add or remove sources at any time.
How quickly do content updates take effect?
Updates are available within minutes. There is no retraining step, so when you change a source, the next answer reflects it.
Does Chatref search the internet?
No. Chatref answers only from your connected content. It does not search the internet, browse public sites, or use general knowledge.
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