Context.dev vs Parallel Web Systems vs Cloudir | LLM Ops

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

Your tool
Context.dev
vs
Competitor 1
Parallel Web Systems
Competitor 2
Cloudir | LLM Ops
Competitor 3
Compare
3 tools · best value per row highlighted
Your tool Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
Competitor Parallel Web Systems
parallel.ai
Parallel Web Systems builds web infrastructure for AI agents.
Competitor Cloudir | LLM Ops
cloudidr.com
Cloudir LLM Ops tracks and controls costs for AI agent deployments by monitoring API spending in real time and automatically routing requests to cheaper models when possible
Traffic estimated monthly website traffic
Monthly visits
—
—
9.1Kvisits/mo
MoM change
▲ 26.4%
—
▼ 21.0%
6-month growth
-68.4%
—
+12.7%
Global rank web
#3,017,624
—
#2,357,399
Avg. last 3 months
4.7K
—
14.6K
Bounce rate lower is better
0%
—
38%
Pages / visit
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2.0
Visit duration
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12s
Traffic sources
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Context.devParallel Web SystemsCloudir | LLM Ops
06.8K13.7K20.5K27.3KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCloudir | LLM Ops · 12Cloudir | LLM Ops · 6.3KCloudir | LLM Ops · 8.1KCloudir | LLM Ops · 9.7KCloudir | LLM Ops · 15.6KCloudir | LLM Ops · 23.1KCloudir | LLM Ops · 11.5KCloudir | LLM Ops · 9.1K101001K10K100KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCloudir | LLM Ops · 12Cloudir | LLM Ops · 6.3KCloudir | LLM Ops · 8.1KCloudir | LLM Ops · 9.7KCloudir | LLM Ops · 15.6KCloudir | LLM Ops · 23.1KCloudir | LLM Ops · 11.5KCloudir | LLM Ops · 9.1KDec '25Jan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Freemium
Starting price
$19per month · free tier available
Free
$49per month · free tier available
Free tier
Free trial
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API access
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Plans
Plan $19.0 $19/moPlan $99.0 $99/moPlan $299.0 $299/moPlan $499.0 $499/mo+1 more
Pay as you go CustomResponses/Monitor/Find All APIs Custom
Starter FreeGrowth $49/moScale $299/moEnterprise Custom
Capabilities input → output
Input
—
DataTextWeb pages
Data
Output
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DataText
Data
Skill level
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
4
5
Web scraping
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Website crawling
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Research
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API cost reduction
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Cost management
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LLM gateway
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Model routing
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APIs
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Developer tools
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LLM management
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Website monitoring
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
0
0
0
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.