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

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

Your tool
Cloudir | LLM Ops
vs
Competitor 1
Context.dev
Competitor 2
Parallel Web Systems
Competitor 3
LabelGPT
Compare
4 tools · best value per row highlighted
Your tool 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
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Competitor Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
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Competitor Parallel Web Systems
parallel.ai
Parallel Web Systems builds web infrastructure for AI agents.
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Competitor LabelGPT
labellerr.com
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Traffic estimated monthly website traffic
Monthly visits
9.1Kvisits/mo
—
—
135.3Kvisits/mo
MoM change
▼ 21.0%
▲ 26.4%
—
▼ 22.5%
6-month growth
+12.7%
-68.4%
—
+18.2%
Global rank web
#2,357,399
#3,017,624
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#335,350
Avg. last 3 months
14.6K
4.7K
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139.9K
Bounce rate lower is better
38%
0%
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43%
Pages / visit
2.0
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—
1.8
Visit duration
12s
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25s
Traffic sources
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● Direct 70% · ● Referral 29%
Cloudir | LLM OpsContext.devParallel Web SystemsLabelGPT
043.7K87.3K131K174.6KCloudir | 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 · 9.1KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3K101001K10K100K1MCloudir | 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 · 9.1KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Freemium
Free
Freemium
Starting price
$49per month · free tier available
$19per month · free tier available
Free
$9,999per month · free tier available
Free tier
Free trial
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API access
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Plans
Starter FreeGrowth $49/moScale $299/moEnterprise Custom
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
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Capabilities input → output
Input
Data
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DataTextWeb pages
ImagesText
Output
Data
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DataText
Data
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeProductivity & OfficeResearch & AnalyticsAI Developer Tools+3 more
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
7
9
3
APIs
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Web scraping
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Developer tools
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Website crawling
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Agents
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Research
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API cost reduction
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Cost management
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Data labeling
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Image annotation
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LLM gateway
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Model routing
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Web search
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Data extraction
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Image segmentation
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LLM management
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Monitoring
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Text extraction
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
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.