Speech
Transcribe recordings or generate a voice. Compare language coverage, latency, intelligibility, and deployment.
AI tools for real work
Find the right AI tool.
Know why it fits.
Choose models and tools for documents, speech, and coding. Start with your task, compare the tradeoffs, and check the evidence before you build.
Start with your documents
What do you need
to extract?
Turn scans and PDFs into text, tables, or structured fields. Choose for your documents, language, and deployment.
Explore OCR & document AIWorking with Polish documents? See Polish OCR evidence →
Already have a shortlist?
Compare the tools you are considering.
Working with speech or code?
The same approach: choose a task, compare options, inspect evidence, and try your workload.
Coding & agents
Generate functions or repair a repository. Compare models and agents on evidence that matches the work.
Have a more specific question?
Describe your task, language, budget, or hardware to search CodeSOTA’s guides and registry.
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Evidence behind the choice
A benchmark score needs context.
A strong result on one test does not guarantee a fit for your documents, recordings, or repository. Check the model version, evaluation protocol, source, and deployment requirements. Then test representative examples.
How to read our evidence →- Match the task.Use a benchmark that measures the work you need done.
- Check the source.Distinguish reported results from independently reproduced runs.
- Try your workload.Measure output quality, speed, and cost on your own examples.
Explore the wider library
More tasks, model results, and research when you need to go deeper.
All tasks →
Explore the wider catalogue, from embeddings to computer vision.
Benchmarks →
Inspect results, metrics, sources, and evaluation protocols.
Models →
Look up a model and the evidence recorded for it.
Research & papers →
Follow original experiments and the claims they support.