# NVIDIA Corporation vs PolyAI — developer ecosystem comparison

> Side-by-side comparison of NVIDIA Corporation and PolyAI on public developer-ecosystem signals.

NVIDIA Corporation and PolyAI both appear on the Smoower Developer Ecosystem Index.

NVIDIA Corporation (rank #58) holds a modest lead over PolyAI (rank #396) on the overall Smoower ecosystem score (61 vs 42). The gap of 19 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), NVIDIA Corporation is clearly ahead of PolyAI. On education (docs, guides and learning material for developers), NVIDIA Corporation is clearly ahead of PolyAI. On community (issue response, PR reviews and discussion health), NVIDIA Corporation is ahead of PolyAI. On reach (how visible the ecosystem is beyond its own repos), NVIDIA Corporation is ahead of PolyAI. On momentum (release cadence and how fast the ecosystem moves), PolyAI is ahead of NVIDIA Corporation.

NVIDIA Corporation carries 319,890 GitHub stars across 829 public repos, with 89 repositories active in the last 90 days and 551 external contributors on record. PolyAI shows 92 stars across 13 public repos, 11 active in the last 90 days and 23 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 3477.1x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

NVIDIA Corporation is the stronger read for anyone weighting education. PolyAI looks better where momentum is the deciding factor. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.

## Scores

| Metric | NVIDIA Corporation | PolyAI |
| --- | --- | --- |
| Overall score | 61.0 | 42.0 |
| Overall rank | #58 | #396 |
| Category | ai | ai |
| Code & Polish | 65.0 | 42.0 |
| Education | 84.0 | 58.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 56.0 | 37.0 |
| Reach | 60.0 | 46.0 |
| Momentum | 54.0 | 68.0 |

## Full reports

- NVIDIA Corporation: https://www.smoower.com/nvidia.md
- PolyAI: https://www.smoower.com/polyai.md

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