Trackr
The Research Pipeline

How Trackr Researches Your Tools

7 research agents. 25+ data sources. One structured report. Watch the entire pipeline in real time.

7

Research Steps

25+

Data Sources

<2 min

Total Time

~$0.12

Per Report

Scroll to explore
User submits linear.app
1

Map Site

Firecrawl

Crawl the tool's website to discover all pages and build a sitemap. We identify key pages like pricing, features, and about — then select the most informative ones for deep scraping.

~$0.01 per crawl · 15s avg
trackr — site mapper
12 URLs discovered · 4 key pages selected
2

Scrape Pages

Firecrawl

Scrape the selected pages in parallel, converting HTML to clean markdown. We extract text content, pricing tables, feature lists, and metadata — everything the AI needs to understand the tool.

~$0.004 per page · 4 pages parallel
trackr — page scraper
Homepage
Pricing
Features
About
4 pages scraped · ~30KB clean markdown
3

Review Sites

Tavily

Search major review platforms for real user feedback. We query G2, Capterra, TrustRadius, and Product Hunt to gather ratings, pros/cons, and sentiment from verified users.

~$0.01 per search · 5 review sites
trackr — review scanner
15 reviews collected · avg 4.8/5 score
4

Trust & Reputation

Tavily

Verify the tool's trustworthiness by checking funding data, company size, tech stack adoption, and ecosystem signals. This builds a composite trust score from multiple independent sources.

~$0.01 per search · 4 trust sources
trackr — trust verifier
Trust signals confirmed · company verified
5

Reddit Deep Dive

Tavily

Run three parallel Reddit searches to find real user experiences, competitive comparisons, and known pain points. Results are merged and deduplicated for the most authentic user signal.

~$0.03 total · 3 parallel queries
trackr — reddit deep dive
User Experiences
Comparisons
Pain Points
8 unique threads from 15 raw results
6

Competitive Intel

Perplexity

Use Perplexity's reasoning model to analyze the competitive landscape. Identifies key competitors, maps market positioning, and surfaces funding, team size, and recent developments.

~$0.02 per query · deep reasoning
trackr — competitive analyst
5 competitors mapped · market intel ready
7

AI Synthesis

OpenAI GPT-4o

Feed all collected data into GPT-4o with a structured Zod schema. The model synthesizes a comprehensive report with scores, pros/cons, competitor analysis, and a final recommendation.

~$0.04 per report · structured output
trackr — report synthesizer
Context Feed
Homepage content12.8KB
Pricing page4.2KB
Features page9.6KB
About page3.5KB
G2 Reviews (8 sources)6.1KB
Trust signals (4 sources)2.3KB
Reddit threads (8 unique)4.8KB
Competitive analysis3.2KB
Structured Output
Structured JSON report generated · schema validated
Final Output
trackr — research report

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