Consensus
A search engine that finds you answers in scientific papers
Label Studio
Open Source Data Labeling Platform for AI Model Tuning
Updated February 2026
| Consensus | Label Studio | |
|---|---|---|
| Rating | 5.0★ | 5.0★ |
| Reviews | 12 | 1 |
| Pros | 10 | 0 |
| FactScore™ | 55.7 | 15.1 |
FactScore™ Comparison
FactScore™ weighs both quality (rating) and popularity (reviews) for a fairer ranking than stars alone.
Pros & Cons
Only in Consensus — Pros
Evidence-backed search results Trustworthy answers Scientific-based answers Superior to Google Scholar Clean UI Clickable links to studies Data-driven insights Relevant results Transparency and inclusivity User-friendly platformBoth tools — Pros
—Only in Label Studio — Pros
No unique pros listedOnly in Consensus — Cons
Early stage development Lack of date filteringBoth tools — Cons
—Only in Label Studio — Cons
—Details
| Consensus | Label Studio | |
|---|---|---|
| Categories | Knowledge base software, Data analysis tools, Search | Data analysis tools, AI Infrastructure Tools, AI Metrics and Evaluation |
| Platforms | Web | Web |
| Became Popular | September 8, 2022 | June 6, 2023 |
| Website | consensus.app | labelstud.io |
Who Should Pick Which?
Choose Consensus if...
- Evidence-backed search results
- Trustworthy answers
- Scientific-based answers
Choose Label Studio if...
- No unique pros listed
With a FactScore™ of 55.7 vs 15.1, Consensus leads in community reception. Consensus uniquely offers Evidence-backed search results and Trustworthy answers, while Label Studio stands out for No unique pros listed.
What Users Say
Consensus
This works like a dream. I'll give you a concrete example... As a parent of a child with multiple special needs, we are always looking for answers we can trust. But when you ask Google for answers,...
Congrats on the launch! It's really helpful, I used to try via prompts in chat asking GPT to give answers based on research papers. But I would check the answers by asking for the title of the arti...
Congratulations on the launch, @eols76 ! It's wonderful to see makers taking a problem (ChatGPT returning source links that are dead-ends) and turning it into a useful solution for users. I'm sure ...
Label Studio
Hey Product Hunt! Generative AI and large language models like ChatGPT and LLaMa have brought innovations in machine learning and new MLOps processes. The need for enhanced tooling to leverage thes...
Frequently Asked Questions
Which is better, Consensus or Label Studio ?
Based on FactScore™, Consensus leads with a score of 55.7 vs 15.1. Consensus has a higher rating of 5.0★ compared to 5.0★.
What are the pros of Consensus compared to Label Studio ?
Consensus uniquely offers: Evidence-backed search results, Trustworthy answers, Scientific-based answers, Superior to Google Scholar, Clean UI.
What are the pros of Label Studio compared to Consensus?
Label Studio uniquely offers: No unique pros listed.
Is Consensus better rated than Label Studio ?
Consensus is rated 5.0★ from 12 reviews. Label Studio is rated 5.0★ from 1 reviews.
What is the FactScore™ of Consensus and Label Studio ?
FactScore™ weighs rating and review volume together. Consensus scores 55.7 and Label Studio scores 15.1.
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