• Skip to primary navigation
  • Skip to main content

Artifex Routing Co

  • Plugins
  • Docs
  • Guides
  • Support
  • About
  • My Account
Wyregraf mark Wyregraf By Artifex Routing Co
OVERVIEW FEATURES HOW IT IS BUILT DOCS PRICING FAQ GET LICENSE
  • How do I keep the chat private or limit who can use it?
  • How do I make a post type available for embeddings?
  • Agents & Networks (Pro)
  • Chat Appearance and the Floating Launcher
  • Citations & Answer Verification
  • Coming from AI Engine or AI Puffer
  • Content Enrichment & Chunking
  • Conversations, Analytics, and Knowledge Gaps
  • Creating a Chat
  • Creating Embeddings
  • Displaying the Chat
  • Embeddings & Vector Profiles
  • Getting Started with Wyregraf
  • Hybrid Search & Reranking
  • Improving Answer Accuracy
  • Indexing PDFs, URLs & Code (Pro)
  • Installation & Requirements
  • LLM Profiles
  • Summaries & Questions
  • The Retrieval Lab
  • Usage and Rate Limits
  • What Visitors Can Do in the Chat
  • My source says “Reindex required” — what do I do?
  • The chat answers “no results” to questions my content covers
  • The chat replies with my fallback message instead of an answer
  • The chat returns an error instead of an answer
  • The chat widget doesn’t appear on the page
  • The embeddings queue looks stuck
  • URL Scrape says my URL is “not allowed”
  • Visitors see “You are sending messages too quickly”
  • What should I include in a support request?
  • Does Wyregraf support Voyage AI?
  • What are namespaces?
  • What is the Prompts library?
  • Which user roles can manage Wyregraf?
  • Wyregraf shortcode reference
  • How do I add my license key?
  • Where do I find my Wyregraf Pro license key?
  • Wyregraf Hooks Reference
  • Are visitor conversations saved, and for how long?
  • How are my API keys stored?
  • Is my content sent to the AI provider?
  • What do the accuracy features cost to run?
  • What does indexing and chatting cost?
  • What happens to my data if I deactivate or delete Wyregraf?
  • What’s the difference between the Retrieval and Chat types?
  • Where are my embeddings and vectors stored?
  • Which accuracy features should I turn on first?
  • Which AI providers does Wyregraf support?
  • Wyregraf 0.7.0
  • Wyregraf Changelog
View Categories
  • Home
  • Docs
  • Wyregraf
  • Citations & Answer Verification

Citations & Answer Verification

1 min read

0:00 / 2:29
  • View as Markdown Open this page as plain Markdown (opens in a new tab)
  • Open in ChatGPT Ask questions about this page (opens in a new tab)
  • Open in Claude Ask questions about this page (opens in a new tab)
  • Open in Google AI Studio Ask questions about this page (Google account required) (opens in a new tab)

Perfect retrieval can still produce an embellished answer — the model receives the right evidence and adds a detail of its own anyway. The two answer-side checks on a chat's Context tab close that gap: one requires answers to cite the supplied evidence, the other verifies the claims themselves. Both are off by default and configured per chat.

Citation and verification switches

  1. Citation Integrity — every factual claim in the answer must carry a citation that resolves to one of the retrieved chunks. Answers whose citations don't check out are replaced with "I could not verify a supported answer from the supplied sources." rather than shown. Valid citations show to visitors as numbers such as [1], in the order of the source cards.
  2. Strict Answer Verification — after the answer is generated, the accuracy model checks each claim against the evidence. Unsupported claims trigger one rewrite; if the rewrite still doesn't verify, the visitor gets the same "could not verify" message instead.
  3. Expected accuracy calls — the per-message cost of the current switches. Verification adds one support check and at most one regeneration.

Which providers support citations #

Citation Integrity uses provider-native citation features and currently works when the chat's answering LLM profile is OpenAI or Anthropic. With any other provider the switch stays quietly inactive — the chat answers normally, without enforcement, and Diagnostics records the mismatch so you can spot it.

Anthropic profiles get an extra benefit: citations arrive as precise pointers into the exact evidence passages, and repeated evidence is cached across requests where eligible.

What a citation does — and doesn't — prove #

A validated citation proves the answer is pointing at real, supplied evidence — not an invented source. It does not by itself prove every sentence is true; that's what Strict Answer Verification adds. Use Citation Integrity alone for a good balance, and add verification for chats where a wrong answer is worse than no answer (policies, pricing, compliance).

Two practical notes:

  • Both checks buffer the answer before display, so streaming chats show the reply all at once when these are on — the visitor never sees an answer that's about to be retracted.
  • The replacement text is the chat's Fallback Message (the same one used for no-results). Write it so it invites rephrasing: "I couldn't verify an answer from the documentation — try asking a more specific question."

If visitors report getting the fallback message often, see the troubleshooting checklist — it's usually a threshold or evidence-coverage issue, not a bug.

What to do next #

Measure the effect: the Retrieval Lab shows whether your grounded chats are answering from the right sources before and after these switches.

Updated on October 25, 2026
Guide

What are your Feelings

  • Happy
  • Normal
  • Sad

Share This Article :

  • Facebook
  • X
  • LinkedIn
  • Pinterest
The Retrieval LabHybrid Search & Reranking
Table of Contents
  • Which providers support citations
  • What a citation does — and doesn't — prove
  • What to do next

Artifex Routing Co

Dependable WordPress plugins from one small team.

  • Artifex Routing Co on LinkedIn
  • Artifex Routing Co on X
Plugins
Coupon CreatorSteuardManifystWyregraf
Company
  • Terms of Service
  • Privacy Policy
  • Affiliates
  • My Account
© 2026 Artifex Routing Co
Plugins for WordPress
7ads6x98y

Contact us

Have a license? Log in and we will fill in your details.

Log into Your Account

Lost Password?

Or just send us a message

"*" indicates required fields

This field is for validation purposes and should be left unchanged.
What can we help with?*
Your Name:*
(uses account display name)
(uses account email)
Looking for a refund? Please fill out the refund form

Technical details

Drop files here or
Accepted file types: jpg, png, pdf, Max. file size: 2 MB, Max. files: 5.