Google AI Overviews
A weekly brief you can check
Launches, pricing, hiring and funding, graded by how much they matter to you. Every item links to where it came from.
Agent-first market intelligence
See why buyers choose your competitors.
Competitor moves. AI recommendations. Google rankings. Bring it all into Claude, ChatGPT or the AI assistant you already use.
34 MCP tools · No API key · One $60 monthly plan
Competitor Intelligence
Briefs are grounded by your product knowledge base.
Latest BriefCompetitorsSignalsDashboardPast Briefs
Competitor Intelligence Brief
7 competitors monitored. This week: 10 high-priority, 8 worth-watching, 4 low-signal moves, plus 51 new customer reviews.
10 high priority8 worth watching4 low signal
High priorityPricingnorthstar-crm.example· Sep 1
Northstar CRM changes its team plan
The pricing page moves advanced reporting into a higher tier.
Why it matters: Review how your reporting offer compares before the next sales call.
Pricing page · Source
High priorityLaunchharbor-analytics.example· Sep 2
Harbor Analytics adds scheduled exports
The changelog announces a weekly reporting export.
Why it matters: Update your comparison page if reporting automation is a buyer requirement.
Changelog · Source
High priorityPositioningcedar-support.example· Sep 3
Cedar Support targets larger teams
The product page now emphasizes team permissions and reporting.
Why it matters: Check whether your small-team positioning still addresses the same buyer.
Product page · Source
Customer reviews
3 stars or fewerG22/5Northstar CRM
“Our renewal quote jumped once we needed the reporting seats.”
Capterra3/5Harbor Analytics
“Exports work, but we still clean the CSV by hand every Monday.”
TrustRadius2/5Cedar Support
“Onboarding took our team six weeks.”
Trustpilot1/5Willow Billing
“Three days to get a reply about a failed invoice run.”
Analyzed this week
Northstar CRManalyzed · 41
Harbor Analyticsanalyzed · 38
Cedar Supportanalyzed · 33
Summit Projectsanalyzed · 22
Willow Billinganalyzed · 18
Compete
Know what your competitors shipped
One graded weekly brief of their moves, every item cited, with their customer reviews collected alongside.
Illustrative product preview with example data.
Linkeddit is agent-first market intelligence for SaaS teams. Your AI assistant calls its MCP tools to work from measured evidence across three products on one plan, helping you win the buyer before your competitor does. Compete delivers a weekly graded brief on up to 12 competitors, covering launches, pricing, partnerships, funding, messaging, hiring and customer pain points from blogs, changelogs, monitored pages and market signals, and collects their G2, Capterra, TrustRadius and Trustpilot reviews for your AI assistant to read. Answer Radar measures whether ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews and Google AI Mode recommend you or a competitor on the buying questions your market asks, records the sources each answer cited, and seeds those questions from the top 25 Search Console queries by impressions over a rolling 28-day window. Search tracks your Google ranks weekly with the AI Overview recorded, groups keywords into topics, maps related searches and measures whether a changed page gained clicks. All three are on the Compete plan at $60 per month and supply evidence to Claude, Claude Code, ChatGPT, Cursor, VS Code and Windsurf through the connector at mcp.linkeddit.com/mcp. Your own assistant reasons and drafts; the web app supports setup, review and sharing.
Current first-party product facts are also available as JSON at /api/ai.
Built around your AI
Your favourite AI.
Now it knows your market.
Bring competitor intelligence, AI visibility and search into the assistant you already use. Stay in your flow, with the evidence at hand.
Connect your AI assistant
Your assistant + LinkedditWhat changed at our competitors this week? Help me prepare our next positioning update.
Evidence from Linkeddit
Compete supplies dated, cited moves and stored reviews for the competitors you track.
compete_monitors_getcompete_brief_getcompete_signals_getYour next move
Your assistant compares the evidence with your positioning and drafts the update.
Illustrative workflow. Plan access and usage limits apply.
First-party research
The work behind
the intelligence.
Real questions, open methods and data you can inspect.
100,678
search impressions
Search Console study · October 28, 2026
When visibility doesn't become traffic
Our impressions stayed nearly flat while clicks fell from 662 to 517. The data, the diagnosis and what we chose to change.
Inside the study
60
successful answer samples
Historical baseline · September 4, 2026
What AI answers actually cited
A four-engine baseline, with one failed sample. Explore the cited sources, missed questions and measurement limits.
Explore the baselineFind your way in
CompeteCompetitor Intelligence
Every competitor move, in one weekly brief.
What moved, why it matters to you, and where they are losing customers.
Weekly brief
See what changed this week
This week · 7 competitorsGraded
clickup.comHigh priority
New AI pricing tier launched
monday.comWorth watching
Hiring 12 enterprise AEs
airtable.comHigh priority
Shipped AI automation agents
asana.comWorth watching
Closed $40M growth round
notion.soLow signal
Marketing site refresh
Customer reviews
Read what their customers wrote, or hand it to your AI
Filter to 3 stars or fewerStored as the sites show them
Setup took our team two months.
2/5
Your assistant can read this over MCP
Price was only shared on the sales call.
2/5
Your assistant can read this over MCP
Our renewal quote jumped without warning.
1/5
Your assistant can read this over MCP
Switching signalsCustomers asking for an alternative
Competitor moves
Launches, pricing, funding, hiring.
Customer reviews
From G2, Capterra, TrustRadius and Trustpilot, as the sites show them.
Switching signals
Customers asking for an alternative.
Graded and cited
Every signal dated and sourced.
Answer RadarAnswer Engine Optimization
Get recommended when buyers ask AI which tool to use
See where AI recommends a rival instead of you, and fix it.
Measured across ChatGPT Gemini Perplexity Claude Google AI Overviews
Add your buying questions
The questions buyers ask AI, seeded from your Search Console.
Answer Radar · Tracked questionslive
Add a buying question…Add
QuestionCoverage
“Best competitor tracking tool?”
2.4k/mo searches · tracking
4/4
“ClickUp alternative for teams?”
1.1k/mo searches · tracking
2/4
“Cheapest way to track rival pricing?”
880/mo searches · tracking
2/4
“Best buyer intent software for SaaS?”
610/mo searches · tracking
3/4
Overall coveragerecommended in 10 / 16 answers
See if the AI engines recommend you
Recommended, mentioned or left out, on six engines.
Answer check · ChatGPT +4checked 2m ago
Query
“Best competitor tracking tool?”
ChatGPT
lists you #2 of 5
Gemini
top pick for SaaS
Perplexity
cited, not ranked
Claude
names Crayon, Klue
Google AI Overviews
no Overview shown
Sources cited
Fix the gaps and prove it moved
Every gap comes with the sources each engine cited. Fix it, then re-measure.
Fixes · source-backed2 open
Best competitor tracking tool?
Recommends Crayon, Klue
Publish a G2 comparison the engines already cite
Cited:
Buyer intent software for SaaS
Recommends Common Room
Publish the category comparison the engines already cite
Cited:
Re-measured: now recommended in 3 of 4 2
Track your share of every answer
Scheduled re-checks and a trend line against your competitors.
Visibility · last 8 weekstracking
Share of answer
62% 12
You
62%
Crayon
41%
Klue
33%
Alert: Claude dropped you this week, fix ready
Explore Answer Radar Included with the Compete plan
Compete
Every competitor move, cited
What their customers wrote
Reviews from G2, Capterra, TrustRadius and Trustpilot, stored as the sites show them and filterable by stars, for you or your AI assistant to read.
Answer Radar
Who AI recommends, and why
Six engines, one buying question
ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews and Google AI Mode, asked the questions your buyers ask.
The pages behind the answer
See which sources each answer cited, and which of them never mention you.
Connector
Your agent, your call
Ask from Claude or ChatGPT
The connector puts your data in Claude, ChatGPT and Cursor, so your own agent does the analysis.
Nothing runs until you confirm
Every audit shows what it will ask, and of how many engines, before it starts.
Illustrative walkthrough. Competitors, questions and answers are examples.
One connection. More possibility.
Your whole market.
Inside your AI.
Compete, Answer Radar and Search. 34 tools that put the evidence behind your next move into Claude, ChatGPT, Cursor and compatible assistants.
Included in the $60 monthly plan. Account authorization, no API key. Usage limits apply.
Connect LinkedditMCPAdd this server to your assistant
https://mcp.linkeddit.com/mcpAuthorize with your Linkeddit account, then start asking.
ClaudeClaude CodeChatGPT
CursorVS Code
WindsurfAn agent-first market intelligence platform with three products on one plan. Connect Linkeddit to your own AI assistant through MCP: Compete supplies competitor moves and reviews, Answer Radar measures AI recommendations and citations, and Search tracks Google rankings and AI Overviews. Linkeddit supplies the evidence; your assistant reasons and drafts. The web app supports setup, review and sharing.
Up to 12 competitors. Each week it reads their blogs, changelogs, monitored pages and market signals, then sends one graded brief: launches, pricing, partnerships, funding, messaging, hiring and pain points, each dated and cited. It also collects their reviews from G2, Capterra, TrustRadius and Trustpilot, stored as the sites show them and readable by your AI assistant over MCP. Reviews are not summarised or scored.
ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews and Google AI Mode. For each buying question it records who gets recommended and which sources were cited, then re-measures after you make a change.
Yes. Search checks your keywords on Google every week and records your rank, whether an AI Overview appeared and whether it cited you. It also groups keywords into topics, maps related searches, shows which competitors hold your results, and measures whether a page you changed gained clicks.
Yes. Add mcp.linkeddit.com/mcp as a connector in Claude, Claude Code, ChatGPT, Cursor or any MCP client and sign in once. No API key. Your assistant gets the evidence and does the writing.
It is self-serve with a published price, needs no analyst, and adds AI answer engine visibility to competitor tracking.
Compete is $60/month, the only plan sold, and includes Compete, Answer Radar and Search. Cancel anytime.
Latest insights
Playbooks for competitor intelligence and AI search
Competitor intelligence
Best Competitor Intelligence Tools (2026)
How the top competitive intelligence platforms compare, and where an affordable, multi-source alternative fits.
ReadDemand signal
Mining Review Sites for Switching Intent
What G2, Capterra and TrustRadius reviews reveal about why customers leave a competitor.
ReadAI search
Tracking the Sources AI Answers Cite
Which pages an answer engine read before it recommended someone, and whether any of them name you.
ReadMore buying guides
Best AI citation tracking tools Affordable competitive intelligence tools Competitive intelligence software for small teams Best answer engine optimization tools Best AI brand monitoring tools Best AI visibility tools Crayon and Klue alternatives Every alternative we have written up Every head-to-head comparison