The Token Company vs Zilliz
Which Infrastructure AI tool is better in 2026?
The Token Company
Compression middleware that improves LLM outputs
Zilliz
Fully managed vector database for AI, built by the creators of Milvus
Side-by-side
Zilliz leads on both fronts — more capital raised ($113M) and a lower entry price than The Token Company.
| Metric | The Token Company | Zilliz |
|---|---|---|
| Taglinei | Compression middleware that improves LLM outputs | Fully managed vector database for AI, built by the creators of Milvus |
| Foundedi | 2026 | 2017🏆 |
| HQi | San Francisco, US | Redwood City, United States |
| Employeesi | 1-10 | 200🏆 |
| Neuron scorei | 49 | 75🏆 |
| Total fundingi | $500K | $113M🏆 |
| Latest roundi | Seed · Jan 2026 | series_b · Aug 2022 |
| Valuationi | — | — |
| Cheapest paid plani | Pricing not disclosed | Pricing not disclosed🏆 |
| Free plani | ✗ | ✓ |
| Free triali | ✗ | ✓ |
| Top tier pricei | Pricing not disclosed | Pricing not disclosed |
| Pricing summaryi | Pricing not listed | Free |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for The Token Company and Zilliz.
| Capability | The Token Company | Zilliz |
|---|---|---|
| MCP support | ✗ | ✓ |
| Public API | ✗ | ✓ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | 5 (Python, Node.js, Go, Java…) |
| Free plan | ✗ | ✓ |
| Free trial | ✗ | ✓ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of The Token Company
- Newer company (2026)
🔵 Strengths of Zilliz
- Has raised more capital ($113M vs $500K)
- Higher Neuron score (75 vs 49)
- Offers a free plan
- Offers a free trial
Which should you choose?
Choose Zilliz if price matters most — it starts at Free, which is friendlier for teams watching burn. Both AI Infrastructure tools ship core features, so the cost delta often decides it for small teams and solo operators.
Choose Zilliz if you want the most established option — it has raised $113M, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.
Frequently asked questions
The Token Company vs Zilliz — which is better?
It depends on your priority. The Token Company is the leaner option; Zilliz is cheaper to start. See the side-by-side table above.
Is The Token Company cheaper than Zilliz?
No — Zilliz's cheapest paid plan is Free, while The Token Company's is Pricing not listed.
Do The Token Company and Zilliz offer free plans?
The Token Company: Paid only. Zilliz: Yes, has a free plan.
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