ReadyForLLM

Competitor Shadow

See exactly how your competitors show up in AI answers.

Competitor Shadow tracks the manifests, citations, and answer share of any company you care about — so you know which queries they own, and which ones are still up for grabs.

The dark map

You're flying blind in the AI category that's about to define your market.

When buyers ask ChatGPT 'best [your category]', you don't know who shows up, in what order, or with which positioning. By the time you find out, the answers have hardened — and you're three months behind a competitor who shipped first.

competitors tracked per workspace
Top 5
answer-share refreshes
Daily
scraping you have to write yourself
0

How it works

Pick your rivals. Watch the field.

  1. Add competitors

    Drop in domains. We pull their manifests, monitor changes, and start tracking them across models.

  2. Score answer share

    For every query that matters, see who's cited, in what position, and how often.

  3. Spot the gaps

    Weekly summaries surface the queries you should be winning but aren't — and tell you why.

What it gives you

Competitive intelligence built for the answer engine, not the search engine.

Manifest watching

Get notified when a competitor ships, edits, or removes content from their llms.txt.

For CTOs
Diff alerts via webhook. Full version history. Replay anything.
For CMOs
Know the day a rival changes their AI positioning — and respond before the answer hardens.

Answer-share leaderboards

Per-query breakdowns of who's getting cited, in what order, on which model.

For CTOs
Structured data, exportable to BigQuery, Snowflake, or your warehouse of choice.
For CMOs
The same scoreboard your sales team can read — without a SQL query in sight.

Gap reports

Queries your competitors win that you should be winning too.

For CTOs
Automated weekly reports, scoped to your category and personas.
For CMOs
Walk into Monday with a list of three queries to fix. Walk out of Friday with them won.

The math

Win the queries they own.

Every query a competitor wins in AI answers is a buyer they reach before you do. Competitor Shadow turns that loss into a worklist — and the moment you ship the manifest fix, the answer flips.

gap reports surfacing winnable queries
Weekly
answer-share refreshes
Daily
to deploy a counter-positioning manifest
1 click

Stop guessing who AI says is the leader.

Three minutes from now, you know exactly where you stand — and where to strike next.