Feature

Knowledge Intelligence for Accurate Email Automation

Great AI replies start with great knowledge. ReplyFabric uses your FAQs, documents and structured data to generate accurate, context-aware email responses.

Not generic AI. Your knowledge, applied intelligently.

See how it works
The problem

Generic AI doesn't know your business

Most AI tools lack company-specific knowledge, provide generic answers, misinterpret information, and cannot access structured data. ReplyFabric builds replies on top of your own knowledge instead.

Why generic AI falls short

  • 01Generic AI has no company-specific context
  • 02Hallucinated or imprecise answers
  • 03Misinterprets product, pricing, or policy details
  • 04No access to structured data like price lists
ReplyFabric's answer

Ground every reply in your own FAQs, documents and structured data.

Q.Why does AI need company-specific knowledge?

AI needs company-specific knowledge to generate accurate and relevant responses, as generic models lack the context and details of a specific business.

Knowledge sources

Three kinds of knowledge, one grounded reply

ReplyFabric pulls from the right source for each question. Structured data where precision matters, documents where nuance matters, FAQs where repetition matters.

01

FAQ knowledge

Clear, structured answers. Ideal for repetitive questions where the answer rarely changes.

Best forCommon questions
FormatQ + A pairs
UpdateIn-app editor
02

Document knowledge

PDFs, Word files, internal docs. Upload once and ReplyFabric indexes the content for retrieval.

Best forPolicies, manuals
FormatsPDF · DOCX · TXT
UpdateRe-upload
03

Structured data (COMING SOON)

Price lists, product catalogs, service details connected as tables for precise, reliable answers.

Best forPricing, SKUs
FormatsCSV · API
UpdateLive sync

Quick Answer

What types of knowledge can ReplyFabric use?

ReplyFabric can use FAQs, documents such as PDFs and Word files, and structured data like price lists to generate accurate email responses.

Knowledge routing

Knowledge is linked to categories

Each category has its own knowledge set. Sales questions use sales knowledge. Support questions use support knowledge. No mixing of contexts, more precise replies, less confusion, better relevance. Knowledge also works per language.

Question type
Pricing question
Structured data
Question type
Policy question
Document
Question type
Simple FAQ
FAQ knowledge

Quick Answer

How does knowledge improve AI email replies?

By grounding responses in real company data, knowledge-based AI reduces errors, improves accuracy, and ensures consistent communication.

Impact

Accurate by construction, not by luck

Grounded
in your content
Every answer traces back to a real source, not a guess.
Per-language
knowledge sets
Different markets get the right content, in the right tongue.
Per-category
scoping
Sales replies use sales knowledge. Support uses support. No bleed.
Live
structured data
Price lists and catalogs stay in sync with your source of truth.

Ready to use your knowledge with AI?

Turn your FAQs, documents and data into accurate, on-brand email replies automatically.

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