Unstructured vs Context.dev vs SearchCans vs Molku

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Unstructured
vs
Competitor 1
Context.dev
Competitor 2
SearchCans
Competitor 3
Molku
Compare
4 tools · best value per row highlighted
Your tool Unstructured
unstructured.io
Unstructured is a data platform that turns messy documents into structured, AI-ready data.
Remove
Competitor Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
Make main Remove
Competitor SearchCans
searchcans.com
SearchCans is a search and content-extraction API service for AI workflows.
Make main Remove
Competitor Molku
molku.ai
You open Molku and drop in a source document (maybe an insurance application or an invoice with messy formatting)
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
8.8Kvisits/mo
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MoM change
—
▲ 26.4%
▼ 9.6%
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6-month growth
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-68.4%
+487.2%
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Global rank web
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#3,017,624
#2,433,686
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Avg. last 3 months
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4.7K
7.4K
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Bounce rate lower is better
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0%
40%
0%
Pages / visit
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1.5
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Visit duration
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3s
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Traffic sources
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UnstructuredContext.devSearchCansMolku
06.8K13.7K20.5K27.3KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KSearchCans · 1.7KSearchCans · 1.5KSearchCans · 2.5KSearchCans · 2.2KSearchCans · 3.8KSearchCans · 9.8KSearchCans · 8.8K1K10K100KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KSearchCans · 1.7KSearchCans · 1.5KSearchCans · 2.5KSearchCans · 2.2KSearchCans · 3.8KSearchCans · 9.8KSearchCans · 8.8KJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
Free tier
$19per month · free tier available
$18per month · free tier available
$49per month · free tier available
Free tier
Free trial
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API access
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Plans
Free FreePay-As-You-Go $0.02Business Custom
Plan $19.0 $19/moPlan $99.0 $99/moPlan $299.0 $299/moPlan $499.0 $499/mo+1 more
Standard $18Starter $99
Plan USD49.00 $49/moPlan USD99.00 $99/mo
Capabilities input → output
Input
DocumentsImages
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DocumentsTextWeb pages
Documents
Output
Data
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DataText
DataDocuments
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeProductivity & OfficeAI Developer ToolsAI Document Extraction
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeAI Developer ToolsAI Web Scraping
Productivity & OfficeAI Document Extraction
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
7
9
14
Document data extraction
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Developer tools
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Text extraction
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Web scraping
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Data extraction
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Document processing
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APIs
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OCR
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Website crawling
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Data mapping
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Markdown conversion
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PDF templates
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Webscraping
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Application autofill
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Data conversion
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Document transformation
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Handwritten note digitization
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Agents
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Document analysis
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Document translation
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JSON handling
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Markdown
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Markdown formatting
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PDF to spreadsheets
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RAG
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Research
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Spreadsheets
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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Saves
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Reviews
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Prompts
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Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.