Agent discovery analytics

Built for ChatGPT Claude

Track, analyze, and improve whether your ChatGPT App or Claude Connector gets discovered, ranked, and used in the right conversations.

AGENT_SURFACE · CLAUDE CONNECTORS · 2026-04-28
Last 7 days Claude Connectors

Connector discovery over time

Visibility, rank, and recommendations across tracked Claude prompts.
Booking.com 74% +8.1% visibility
Tracked prompts84
Visible74%
Top-3 rate61%
Invoked18%

Booking.com's competitors

Compare Booking.com with other Claude travel connector recommendations
#BrandRecommendedRank
1 Booking.com 74% #1.8
2 Tripadvisor 68% #2.3
3 Trivago 57% #2.9
4 Wyndham Hotels 51% #3.1
5 lastminute.com 34% #3.8
Prompt coverageRank
1family hotel near the beachtop 1#1
2weekend stay in Paristop 3#2
3compare hotel pricestop 1#1
4pet-friendly apartmentgap

Discovery gaps

Prompts where Claude should choose Booking.com but does not.
Apartment rentals
27%
Loyalty points
18%
Long stays
12%
Trusted by world leading companies
Statista
Lucid
Mitchells & Butlers
ManpowerGroup

Organic discovery has already started.

Claude’s latest connector update lets relevant apps appear inside the conversation as users describe what they want to do. Discovery is moving from app directories into live agent decisions.

Claude Connector discovery preview

Understand how ChatGPT and Claude recommend your connector.

All the metrics you need to measure your visibility, ranking and recommendations across agent-led discovery.

01 / 03 · Prompts

Visibility

Which prompts your connector appears for across ChatGPT and Claude, and where it is missing.

Prompt run Claude · US · 1d ago
Prompt P_04A91

"Which connector can sync Gmail contacts, remove duplicates, and enrich records before outbound?"

Visibility 74% Visible in 37 of 50 comparable runs
Mentioned
Attio HubSpot Apollo.io Clay Day AI
02 / 03 · Position

Rank

How often your connector is recommended first or inside the top three options when agents shortlist tools.

#1
Booking.com Find hotels, homes and more
#3
Trivago Hotel price comparison
#4
lastminute.com Package deals and hotels
03 / 03 · Market

Competitors

For a watched connector like monday.com, compare category-scoped visibility, rank, and who appears above you.

HubSpot hubspot.com · +3 peers
Start Tracking
monday.com Actively tracked · 84 prompts
Actively Tracking
Asana project tracking · +2 peers
Actively Tracking
5watched brands
84shared prompts
29%outrank gap

Turn agent discovery analytics into more users and conversions.

Track the prompts, surfaces, rankings, and competitors that show whether agents organically recommend and rank.

Track The Prompts That Matter

Monitor the real questions and tasks where customers might expect an agent to recommend your product.

CRM sync & enrichment Mention visibility by connector
Attio74% HubSpot68% Apollo.io61% Clay47% Day AI39%

Which connector can sync Gmail contacts into my CRM and remove duplicates?

72%

Clean duplicate customer records before a sales team starts outbound.

69%

Enrich new Gmail leads with company, role, and verified email data.

63%

Update CRM contacts from email replies, meeting notes, and account research.

54%

Find missing fields in prospect records and push clean contacts into my workflow.

48%

Benchmark Against Competitors

See where you rank, who appears above you, and which competitors agents recommend instead.

Connector Shortlist
#1Notion72 prompts
#2monday.com54 prompts
#3Asana51 prompts
#4ClickUp47 prompts
#3surface rank
51matched prompts
21prompt gap

Measure Organic Recommendations

Track when agents mention, recommend, rank, select, or skip your app or connector.

Selected prompt "How can I enrich Gmail leads before sending outbound emails?"
Recommended 46%
Mentioned 64%
Avg position #1.8
Connector frequency Share of runs surfaced
Attio
46%
HubSpot
38%
Clay
31%
Apollo.io
27%
Recommended Mentioned only Competitor only

Compare Agent Surfaces

Understand how organic visibility changes between Claude Connector Organic and ChatGPT App Organic for the same connector category.

58% 60%
Claude Connector Organic ChatGPT App Organic

Spot Discovery Gaps

Find the prompts and categories where agents should choose you but do not.

Prompt

"How can I clean duplicate CRM contacts before sales outreach?"

Expected fit
Attio not surfaced
Surfaced instead
HubSpot 68% Apollo.io 61% Clay 47%
32missing prompts
18%lost visibility

Prioritize What To Improve

Use the analytics to decide what updates to make to your connector to improve discovery.

Add Gmail dedupe examples Highest lift across CRM sync prompts
High
Rewrite connector description around contact syncHigh
Add duplicate-merge examples to tool metadataMed
Retest CRM enrichment prompt clusterNew

Build your product to be used by agents.

Don’t build another AI feature and hope distribution follows. Build a connector (ChatGPT App or Claude Connector) and make your product visible, understandable, selectable, and invokable by the agents your users already rely on.

AEO gets you mentioned. ADO gets you used.

Answer Engine Optimisation (AEO) helps you show up in AI answers. Agent Discovery Optimisation (ADO) helps your product get selected when an agent needs to act. In the agent era, discovery is no longer just visibility. It is whether your product can be understood, trusted, and invoked at the exact moment of intent.

Built by the leading voices in Agent Discovery

Watch our recent talks

If the LLM can't find you, you don't exist talk thumbnail

Find out where you rank

See whether agents organically recommend your connector for your target prompts and where you rank against competitors.

FAQ

Get answers to the most common questions about agent discovery optimization.

What is Agent Discovery Optimisation?

ADO is the discipline of making your product discoverable, understandable, selectable, and invokable by AI agents when users ask for help.

Which platforms have organic app discovery now?

The immediate surfaces to watch are ChatGPT Apps and Claude connectors. We track where agents surface apps or connectors naturally in conversation, where they appear in selectable lists, and which competitors are shown instead.

What changes as Claude opens up connectors?

As Claude makes MCP-backed connectors easier to add and discover, teams will need more than an integration. They will need metadata, docs, trust signals, and tool descriptions that help Claude know when to choose them.

Can we use this before our app is fully listed?

Yes. The most useful early signal is often what agents misunderstand or cannot find yet, so you can fix docs, metadata, integrations, and marketplace copy before launch.

What are private connector registries?

They are host-controlled directories inside LLM products where apps or connectors can be made available to users, teams, or workspaces. They are not public web search indexes; discovery depends on platform-specific names, descriptions, permissions, tools, and MCP metadata.

Are these just MCP servers?

Not exactly. MCP is the standard that lets tools and context connect to AI systems. A ChatGPT App or Claude connector is the product surface inside the host platform that lets an agent discover, select, and use those capabilities.

How do you measure rank and recommendations?

We run prompt sets, capture the agent response, record whether your connector appears, where it ranks, whether it reaches top-1 or top-3, and which competitors appear above you.

Do you show the evidence behind each score?

Yes. Each metric links back to the prompt, platform, model, response, captured run, and reasoning used to classify the result.