amplifying/intelligence · for-vendors
When AI builds, does it choose you?
AI coding agents now decide what tools get installed. We measure who wins and who gets ignored.
Scale: 10,000s of benchmark queries across 4 AI coding agents, open-ended prompts, real repos. Each agent installs code — we observe what it picks.
Public research covers 2,430 Claude Code responses across 3 models, 4 repos, and 20 tool categories. Read the report →
Vendor intelligence reports draw from our full private dataset across all 4 agents and larger prompt sets.
The new discovery channel is invisible — and measurable
Winners Get Everything
When an agent picks a winner, it's a near-monopoly. The runner-up is invisible.
Losers Disappear
Established tools with massive market share that AI agents simply ignore.
Trends Move Fast
A single model generation can flip market share. These shifts happened in months.
Agents Build, Not Buy
In many categories, AI agents build custom solutions instead of recommending any vendor tool.
Feature Flags: Config files + env vars + React Context providers + percentage-based rollout with hashing
Your tool's AI agent dashboard
Here's what a vendor intelligence dashboard looks like. This shows the format and depth of data you'll receive — not data from the public research report.
Your category
Agent Coverage
Across model generations
Where agents pick you
Agent response preview
Competitive Analysis
Head-to-head breakdown vs every alternative in your category
Model Trend Tracking
Are newer AI models picking you more or less? Direction matters.
Prompt Trigger Map
What developer intent phrases lead agents to pick your tool
Stack Heatmap
Which project types, languages, and frameworks favor you
Agent Verbatim Quotes
The exact words each agent uses to describe and recommend you
Custom/DIY Threat Score
How often agents build instead of recommending any tool in your category
Coverage across every major coding agent
We benchmark across 4 AI coding agents. The public research report covers Claude Code; vendor intelligence reports include data from all agents.
Cross-agent intelligence: See how every major AI coding agent positions your tool — where you win, where you lose, and where agents disagree.
How it works
Request access and get a private intelligence dashboard for your tool within one week.
Request access
Email us your tool name and category. We'll confirm coverage and set up your dashboard.
Get your dashboard
Access a private vendor intelligence site for your product — competitive positioning, model trends, agent quotes, and stack breakdowns.
Stay current
Your dashboard updates quarterly and whenever a major model releases (e.g. Sonnet 4.6). You'll see how each new model changes your position.
What's included
Early access: free
We're onboarding early vendor partners now. Early participants get free access to the vendor intelligence site for their product, including competitive positioning and model trend data across tracked agents.
As we expand coverage and add features, early partners will be first to access premium tiers at a discount. No commitment, no lock-in — we want to prove the value first.
Who this is for
DevRel & Developer Marketing
How agents describe your tool to developers. What alternatives get mentioned. Whether your messaging matches what AI says about you.
Product & Engineering
Whether your API design helps or hurts AI adoption. Which parts of your product agents recommend and which they skip.
Founders & Executives
Quantitative data on your agent-channel market share. How you compare to competitors in the new discovery channel that matters most.
Know where you stand with AI agents
Get a private intelligence dashboard for your tool — competitive position, model trends, and agent verbatim quotes, updated quarterly.
Free for early partners — no commitment. Privacy & Terms