One scale for every product
Pebbles Ai is scored on the same axes and the same 0 to 100 scale as everyone else.
Web research tools compared: the GTM landscape
How 24 web research tools compare on URL reading, mapping and evidence extraction. Editorial scores from Pebbles Ai's research, with Pebbles Ai on the same scale.
Web research
URL reading, mapping and evidence extractionPebbles Ai on each axis
- Extraction depth60 out of 100Highest rival 90
- Web infrastructure50 out of 100Highest rival 90
- Agent readiness80 out of 100Highest rival 90
- GTM context80 out of 100Highest rival 60Top score
- Connected GTM workflow80 out of 100Highest rival 50Top score
- User-set autonomy80 out of 100Highest rival 40Top score
Positioning map
Pebbles Ai
GTM context across, Extraction depth up, both 0 to 100. Arrow keys move between products.
Every axis
Pebbles AiOther productsMedian
Extraction depth
What it measures
Structured extraction, summaries and crawl operations.
60Web infrastructure
What it measures
Rendering, difficult-site coverage and operational crawl infrastructure.
50Agent readiness
What it measures
Usability as an agent-facing research tool.
80GTM context
What it measures
Built-in connection from web evidence to company research and GTM work.
80Connected GTM workflow
What it measures
How many of eight go-to-market stages run natively in one workspace: account research, lead discovery, CRM records, grounded drafting, mailbox send, social publishing, calendar actions and memory.
80User-set autonomy
What it measures
Whether the user chooses how far the AI acts on its own, from asking before each action to acting, and how widely that choice applies across mail, CRM, calendar, social and connected tools.
80Not scored: Google Vertex AI Search
Score matrix
0 to 100, Pebbles Ai pinned first
| Pebbles Ai | Pebbles Ai | 60 | 50 | 80 | 80 | 80 | 80 |
|---|---|---|---|---|---|---|---|
| Perplexity | Adjacent | 60 | 40 | 60 | 60 | 50 | 40 |
| AgentQL | Adjacent | 70 | 60 | 80 | 20 | 0 | 10 |
| Apify | Suite | 80 | 80 | 70 | 30 | 10 | 10 |
| Bright Data | Suite | 80 | 90 | 60 | 30 | 10 | 10 |
| Browse AI | Adjacent | 60 | 50 | 30 | 30 | 0 | 10 |
| Browserbase | Adjacent | 40 | 80 | 80 | 20 | 0 | 10 |
| Crawl4AI | Open source or DIY | 80 | 60 | 70 | 20 | 0 | 10 |
| Crawlee | Open source or DIY | 60 | 70 | 60 | 20 | 0 | 10 |
| Diffbot | Direct | 90 | 80 | 60 | 50 | 10 | 10 |
| Exa | Direct | 60 | 50 | 80 | 40 | 20 | 10 |
| Firecrawl | Direct | 90 | 70 | 90 | 30 | 10 | 10 |
| Jina AI Reader | Direct | 60 | 40 | 80 | 20 | 10 | 10 |
| LangChain Web Loaders | Open source or DIY | 40 | 40 | 70 | 20 | 0 | 10 |
| LlamaIndex Web Readers | Open source or DIY | 40 | 40 | 70 | 30 | 0 | 10 |
| Microsoft Azure AI Search | Suite | 70 | 70 | 50 | 60 | 0 | 10 |
| Oxylabs | Suite | 70 | 90 | 50 | 20 | 0 | 10 |
| Playwright | Open source or DIY | 30 | 70 | 50 | 10 | 0 | 10 |
| ScraperAPI | Adjacent | 50 | 70 | 40 | 20 | 0 | 10 |
| ScrapingBee | Adjacent | 50 | 70 | 40 | 20 | 0 | 10 |
| Scrapy | Open source or DIY | 60 | 60 | 30 | 10 | 0 | 10 |
| Spider | Direct | 70 | 70 | 80 | 30 | 0 | 10 |
| Tavily | Direct | 70 | 60 | 90 | 40 | 0 | 10 |
| Zyte API | Suite | 70 | 90 | 60 | 20 | 0 | 10 |
| Google Vertex AI Search | Suite | 70 | 70 | 50 | 60 | 40 | Not scored |
Swipe to see every axis
Scores are editorial estimates (0 to 100) from Pebbles Ai's own research, not measured benchmarks.
How to read the landscape
Compare within a direction
Each subdirection has four axes of its own, plus two shared by all. Read a score against its neighbours only.
A blank is not a zero
Where a score is missing, the research did not rate that product on that axis.
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Web research tools compared: the GTM landscape Pebbles Ai https://trypebbles.ai/resources/gtm-competitive-landscape/web-research
Questions about web research tools
What does the web research landscape compare?
It compares 24 web research tools on URL reading, mapping and evidence extraction. Every product sits on the same map, and Pebbles Ai is scored beside them on the same scale.
Which axes are web research tools scored on?
Each product is scored on six axes. The first four are Extraction depth, Web infrastructure, Agent readiness and GTM context. The last two, Connected GTM workflow and User-set autonomy, are shared by every direction, so you can compare the same things across the whole landscape.
Where does Pebbles Ai stand in web research?
Pebbles Ai has the top score on GTM context, Connected GTM workflow and User-set autonomy. On every other axis, at least one product scores the same or higher. Each badge is worked out from the scores, never assumed.
How are the web research scores produced?
They are editorial estimates from Pebbles Ai's own research, on a scale from 0 to 100. They are not measured benchmarks or rankings. A blank cell means a product was not scored on that axis, not that it scored zero. Pebbles Ai is scored on the same scale as every other product.
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