Context.dev vs Extruct AI: Which is Better in 2026?
A comprehensive comparison of Context.dev and Extruct AI covering features, pricing, use cases, and which tool is the right choice for your needs.
⚡ Quick Verdict
Choose Context.dev if:
- →You want more affordable paid plans (from $25/mo)
- →You need a broader feature set (6 features vs 5)
- →You need scraping api returning markdown, html, sitemaps, search, and full-site crawls or schema-driven structured extraction from any page
Choose Extruct AI if:
- →You need every returned answer carries its source, so claims are checkable rather than asserted or curated 10m-company index plus live-web deep search for criteria no index holds
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Context.dev vs Extruct AI: At a Glance
Pricing Comparison: Context.dev vs Extruct AI
Understanding the pricing differences between Context.dev and Extruct AI is crucial for making the right choice. Here's how their plans compare side by side.
Context.dev Pricing
Extruct AI Pricing
💡 Pricing takeaway: Both Context.dev and Extruct AI offer free tiers, making it easy to try before you buy. Compare the specific plans to find the best value for your use case.
Feature-by-Feature Comparison
Here's how every feature from Context.dev and Extruct AI stacks up.
What Makes Each Tool Unique
🔵 Unique to Context.dev
Features available in Context.dev but not in Extruct AI:
- ✓Scraping API returning markdown, HTML, sitemaps, search, and full-site crawls
- ✓Schema-driven structured extraction from any page
- ✓Brand Data endpoint for logos, colors, fonts, styleguide, socials, and address
- ✓Logo CDN plus image and screenshot retrieval from any URL
- ✓NAICS/SIC classification and transaction identification
- ✓Website change monitors with per-plan concurrency limits
🟣 Unique to Extruct AI
Features available in Extruct AI but not in Context.dev:
- ✓Every returned answer carries its source, so claims are checkable rather than asserted
- ✓Curated 10M-company index plus live-web Deep Search for criteria no index holds
- ✓Compound natural-language criteria with per-criterion match scoring
- ✓Semantic search, lookalike expansion and AI research tables with arbitrary columns
- ✓API access and Chrome extension on every plan including the free tier
Use Case Recommendations
Best for: Context.dev
Context.dev is a web data API for AI agents and LLMs, covering scraping plus a set of adjacent extraction endpoints that most teams otherwise stitch together from three vendors. The core scraping API returns markdown or HTML, resolves sitemaps, runs search, and performs full-site crawls. Structured extraction pulls typed data from any page against a JSON schema you supply. Brand Data is the distinctive piece: give it a domain and it returns logos, colors, fonts, a styleguide, description, social profiles, and address. Logo Link is a CDN for those logos, Pull Images grabs images and screenshots from any URL, and a classification endpoint returns NAICS and SIC codes and transaction identification. Monitors, a newer addition, watch any website for changes. On the AI side the use cases are grounding RAG in fresh content, powering generative features with live web context, and change monitoring. On the product side they skew toward onboarding and personalization — autofilling signup forms from a domain, theming an app programmatically to a customer's brand, generating brand kits, and enriching company profiles. The customer stories are specific and checkable: Mintlify used it to turn any GitHub repo URL into a branded documentation site with under ten minutes of integration, SiteGPT migrated off Firecrawl in under a day to build customer knowledge bases, and Sourcely crawls academic journals and PDFs at scale on it.
Ideal use cases:
- •Teams or individuals who need scraping api returning markdown, html, sitemaps, search, and full-site crawls
- •Teams or individuals who need schema-driven structured extraction from any page
- •Teams or individuals who need brand data endpoint for logos, colors, fonts, styleguide, socials, and address
- •Teams or individuals who need logo cdn plus image and screenshot retrieval from any url
- •Anyone focused on web scraping workflows
- •Anyone focused on api workflows
Best for: Extruct AI
Extruct AI is a company research API that answers structured questions about businesses, and its defining property is that every answer arrives with the source it came from. That constraint is what separates it from asking a general model about companies, where a plausible-sounding revenue figure or headcount may be a hallucination with no way to check it. Two data surfaces are searched: a curated index of roughly ten million companies, and the live web when the criteria go beyond what any index holds. The query interface is natural language against a compound specification — the site's own example asks for commercial HVAC contractors in Florida serving hospitals and school districts, with fifty or more employees, a completed $5M-plus project in the last twelve months, BIM/Revit capability, and active engineering hires — and returns candidates scored against each criterion individually, so a user can see which requirement eliminated which company. Three modes cover different jobs: semantic search for finding companies by description, lookalike search for expanding from a known set, and Deep Search for researching the live web against criteria no index anticipated. AI research tables let a user add arbitrary enriched columns across a result set, with email and phone lookups available at the higher tiers. Public Data Rooms hold indexed datasets that can be browsed free and exported on a paid plan, and API access plus a Chrome extension are included on every tier including the free one.
Ideal use cases:
- •Teams or individuals who need every returned answer carries its source, so claims are checkable rather than asserted
- •Teams or individuals who need curated 10m-company index plus live-web deep search for criteria no index holds
- •Teams or individuals who need compound natural-language criteria with per-criterion match scoring
- •Teams or individuals who need semantic search, lookalike expansion and ai research tables with arbitrary columns
- •Anyone focused on company-data workflows
- •Anyone focused on lead-research workflows
📊 Other Data & Analytics Tools to Consider
Context.dev and Extruct AI aren't the only options. Here are other popular tools in the same space:
Databricks AI
Enterprise AI and data lakehouse platform
Akkio
No-code predictive AI for business analysts
Hex
Data workspace with AI analysis and apps
MindsDB
AI layer for databases with SQL ML
Obviously AI
No-code ML platform for predictions
Julius AI
Chat with your data for instant analysis
Is one of these your tool?
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Frequently Asked Questions
Is Context.dev better than Extruct AI?
It depends on your needs. Context.dev offers 6 key features including Scraping API returning markdown, HTML, sitemaps, search, and full-site crawls and Schema-driven structured extraction from any page, while Extruct AI provides 5 features including Every returned answer carries its source, so claims are checkable rather than asserted and Curated 10M-company index plus live-web Deep Search for criteria no index holds. Context.dev uses a freemium model with a free tier, while Extruct AI is freemium with free access available. Choose based on which features and pricing model align with your requirements.
Is Context.dev cheaper than Extruct AI?
Context.dev is cheaper, starting at $25/month compared to Extruct AI's $49/month. Both tools offer free tiers, so you can try each before committing. Always check the official websites for the most current pricing.
Can I use Context.dev and Extruct AI together?
Yes, many users combine Context.dev and Extruct AI in their workflow. Context.dev excels at scraping api returning markdown, html, sitemaps, search, and full-site crawls, while Extruct AI shines with every returned answer carries its source, so claims are checkable rather than asserted. Using both allows you to leverage the strengths of each tool, though this means managing two subscriptions — though free tiers can help manage costs.
What's the main difference between Context.dev and Extruct AI?
While both are data & analytics tools, Context.dev emphasizes scraping api returning markdown, html, sitemaps, search, and full-site crawls, whereas Extruct AI is known for every returned answer carries its source, so claims are checkable rather than asserted. The best choice depends on your specific workflow and feature priorities.
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