AI answer operations

Know what AI says. Move the answer. Prove the movement.

Inspect AI answers, approve the work, and see what moved.

Tracked surfaces

ChatGPTGeminiClaudePerplexityCopilotMeta AI

Start a pilot See how it works

< Answer Recovery Agent

Build mode Drafting

Capture 14 clusters Prompt set

Normalize 3 risks Source graph

Route Content + PR Owners

Prove Weekly Readout

Market scopeApproved

enterprise AEO platform comparison

Prompt clusterReady

decision-stage prompts with competitor modifiers

Source evidenceMapped

owned guide, partner review, outdated listicle

Campaign briefDrafting

comparison refresh and source correction plan

Build State

Input14 prompt clusters

Evidence3 citation risks

OwnerContent + PR

Approvals

AEO lead

PR reviewer

Web owner

Output Action backlog with source evidence

Coverage

Track the answer surfaces buyers already trust.

Recognizable providers make the market map faster to scan.

ChatGPT

Gemini

Claude

Perplexity

Copilot

Meta AI

DeepSeek

AI Overviews

Grok

Bing

Answer Operations

The answer room.

One question, one source path, one move, one proof readout.

Platform system

Weekly answer review What should the team do next?

Enterprise AEO4 enginesUS marketWeekly review

Question in review

best enterprise AEO platforms

Current answer

AI answers mention Haynechi, but cite the partner review before the owned guide.

ChatGPT

Perplexity

Gemini

SentimentPositive

CitationMixed

OwnerContent

Owned Owned guide

Appears in ChatGPT and Perplexity

Earned Partner review

Rising, but framing is soft

Risk Outdated listicle

Gemini still cites old copy

Approve comparison refresh Content Ready

Ask PR for source correction PR Review

Watch crawler revisit window Web Queued

Answer delta +2 engines

owned source present

Open risk 1 source

Gemini drift remains

Visit quality tagged

assistant visits separated

Boundary sample

not customer proof

Operating Model

Signals become a governed operating loop.

Ingest, resolve, score, act, and prove inside one workspace.

Scope a pilot

Signal IntakeSample

01 Prompt demand

Buyer questions and modifiers

normalized

02 Answer snapshots

Engine response and sources

versioned

03 Source evidence

Owned, earned, retail, community

scored

04 Behavior signals

Crawlers, visits, releases

matched

Answer GraphLive model

Coverageengine x region x prompt

Risknarrative, citation, freshness

Movementanswer, source, work shipped

GovernanceOperator safe

Human approval

owner review before publishing

Workspace scope

market and engine boundaries

Evidence trace

prompt, answer, source, run

Data handoff

CRM, warehouse, CMS, chat

Proof OutputsReadout

Answer delta response change

Source movement citation gain or loss

Agent ledger generated, approved, shipped

Executive readout moved, risky, next

Pilot Map

A small scope with a real readout.

One market. One region. Named competitors. A visible path from evidence to work.

Scope the pilot

10 business days Decision packet

D0Scope

D2Capture

D5Review

D8Build

D10Readout

Prompt map14 clusters

Citation plan3 source lanes

Action queue6 owner tasks

Proof planweekly cadence

Haynechi Index

Your category has an answer board.

See prompt, source, and narrative gaps before competitors make them default.

1 Category leader

2 Editorial incumbent

3 Your brand

4 Comparison challenger

5 Niche specialist

Start with the map

Start with one market map.

Request the pilot