Consensus vs CodingFleet vs ScienceOS vs Semantic Scholar

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

Your tool
Consensus
vs
Competitor 1
CodingFleet
Competitor 2
ScienceOS
Competitor 3
Semantic Scholar
Compare
4 tools · best value per row highlighted
Your tool Consensus
consensus.app
Scientific answers from peer-reviewed research
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Competitor CodingFleet
codingfleet.com
You get three uses as a guest before CodingFleet asks you to buy credits
Make main Remove
Competitor ScienceOS
scienceos.ai
Researchers waste hours hunting through literature—piecing together fragments from different papers
Make main Remove
Competitor Semantic Scholar
semanticscholar.org
AI-powered research discovery
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
5.8Mvisits/mo
138.8Kvisits/mo
64.9Kvisits/mo
6.6Mvisits/mo
MoM change
▲ 3.5%
▲ 37.7%
▼ 6.2%
▲ 11.2%
6-month growth
+14.4%
+130.9%
+1.2%
-24.2%
Global rank web
#9,859
#323,656
#464,304
#10,569
Avg. last 3 months
5.5M
101.4K
68.2K
6.4M
Bounce rate lower is better
43%
46%
39%
48%
Pages / visit
4.1
1.8
3.7
2.7
Visit duration
3m 56s
35s
1m 37s
1m 46s
Traffic sources
● Direct 84% · ● Referral 14%
● Direct 88% · ● Referral 10%
● Direct 98% · ● Mail 2%
● Direct 81% · ● Referral 17%
ConsensusCodingFleetScienceOSSemantic Scholar
02.2M4.4M6.6M8.7MConsensus · 4.4MConsensus · 4.1MConsensus · 3.9MConsensus · 4MConsensus · 5.1MConsensus · 5.9MConsensus · 5.7MConsensus · 5MConsensus · 5.6MConsensus · 5.8MCodingFleet · 77.7KCodingFleet · 70.4KCodingFleet · 85.1KCodingFleet · 60.1KCodingFleet · 65KCodingFleet · 69.2KCodingFleet · 64.4KCodingFleet · 100.9KCodingFleet · 138.8KScienceOS · 79.4KScienceOS · 75.1KScienceOS · 79.7KScienceOS · 64.1KScienceOS · 64.5KScienceOS · 56.4KScienceOS · 70.5KScienceOS · 69.2KScienceOS · 64.9KSemantic Scholar · 7.2MSemantic Scholar · 6.7MSemantic Scholar · 6.9MSemantic Scholar · 7.1MSemantic Scholar · 8.7MSemantic Scholar · 8.7MSemantic Scholar · 7.9MSemantic Scholar · 6.6MSemantic Scholar · 5.9MSemantic Scholar · 6.6M10K100K1M10MConsensus · 4.4MConsensus · 4.1MConsensus · 3.9MConsensus · 4MConsensus · 5.1MConsensus · 5.9MConsensus · 5.7MConsensus · 5MConsensus · 5.6MConsensus · 5.8MCodingFleet · 77.7KCodingFleet · 70.4KCodingFleet · 85.1KCodingFleet · 60.1KCodingFleet · 65KCodingFleet · 69.2KCodingFleet · 64.4KCodingFleet · 100.9KCodingFleet · 138.8KScienceOS · 79.4KScienceOS · 75.1KScienceOS · 79.7KScienceOS · 64.1KScienceOS · 64.5KScienceOS · 56.4KScienceOS · 70.5KScienceOS · 69.2KScienceOS · 64.9KSemantic Scholar · 7.2MSemantic Scholar · 6.7MSemantic Scholar · 6.9MSemantic Scholar · 7.1MSemantic Scholar · 8.7MSemantic Scholar · 8.7MSemantic Scholar · 7.9MSemantic Scholar · 6.6MSemantic Scholar · 5.9MSemantic Scholar · 6.6MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Free
Starting price
$8.99per month · free tier available
$7per month · free tier available
€7.25per month · free tier available
Free
Free tier
Free trial
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API access
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Plans
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Free FreePro $7/moUnlimited $25/moElite $45/mo+2 more
Free FreeAngel €7.25/moTeam €6/moInstitution Custom
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Capabilities input → output
Input
Text
CodeText
DocumentsText
Text
Output
Text
Code
DataText
Text
Skill level
Intermediate
Intermediate
Intermediate
Beginner-friendly
Categories
Productivity & OfficeResearch & AnalyticsAI Research PapersAI Research Tool+1 more
Development & CodeAI Coding Assistant
Research & AnalyticsAI Research PapersAI Research Tool
Research & AnalyticsAI Research PapersAI Research Tool
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
5
8
10
Research
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Research papers
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Scientific literature exploration
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Academic research
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Scientific research
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Literature reviews
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Coding
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Scientific q a
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Search engine
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Academic papers decoding
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Citations
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Medical research
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PDF analysis
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Python
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Research papers analysis
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Research papers summaries
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Scientific research navigation
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Academic paper interpretations
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Code explanations
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Code testing
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Debugging
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Literature analysis
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Network diagrams
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
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no ratings yet
Upvotes
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Saves
0
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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.