kitio.aiProdigy vs Ango Hub
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Prodigy starts at See pricing page and Ango Hub starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Model-assisted annotation
- NER and text classification
- Image and AV labeling
- LLM prompt evaluation
- spaCy training
- Custom Python recipes
- Multimodal annotation
- AI-assisted labeling
- No-code workflow builder
- Automated work validation
- Python plugins
- On-premise deployment
| Feature | Prodigy | Ango Hub |
|---|---|---|
| Best for | Scriptable annotation tool for training NLP, vision and LLM models | Human-in-the-loop data labeling and evaluation platform by iMerit |
| Category | Data & analytics | Data & analytics |
| Pricing model | Paid | Paid |
| Starting price | See pricing page | See pricing page |
| Free plan | No | No |
| Made by | Explosion | iMerit |
| Based in | Germany | United States |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Prodigy starts at See pricing page and Ango Hub starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
Prices in USD, checked Nov 5, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Prodigy
- Runs fully on your own machines
- Tight integration with spaCy
- Highly scriptable workflows
- Needs command-line and Python skills
- No free tier
- You manage installation and hosting
Ango Hub
- Pairs software with expert annotators
- Covers vision, audio, text and LLM evals
- Can run on your own infrastructure
- No public pricing; demo required
- Geared to enterprise AI teams
- Setup is heavier than simple labelers
Which one should you choose?
Choose Prodigy if you want:
- Runs fully on your own machines
- Tight integration with spaCy
- Highly scriptable workflows
Watch out: needs command-line and python skills.
Choose Ango Hub if you want:
- Pairs software with expert annotators
- Covers vision, audio, text and LLM evals
- Can run on your own infrastructure
Watch out: no public pricing; demo required.
Prodigy vs Ango Hub FAQ
What is the difference between Prodigy and Ango Hub?
Prodigy: Scriptable annotation tool for training NLP, vision and LLM models. Ango Hub: Human-in-the-loop data labeling and evaluation platform by iMerit. Both are data & analytics tools.
Is Prodigy or Ango Hub cheaper?
Prodigy starts at See pricing page and Ango Hub starts at See pricing page. Check both pricing pages for current plans.
Do Prodigy and Ango Hub have free plans?
Prodigy: No. Ango Hub: No.
Who makes Prodigy?
Prodigy is made by Explosion, based in Germany.
Who makes Ango Hub?
Ango Hub is made by iMerit, based in United States.
Which should I choose, Prodigy or Ango Hub?
Choose Prodigy if you value runs fully on your own machines and tight integration with spacy. Choose Ango Hub if you value pairs software with expert annotators and covers vision, audio, text and llm evals.