---
title: "ai-gateway vs text-embeddings-inference"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/ferro-labs-ai-gateway-vs-huggingface-text-embeddings-inference"
tools: ["ferro-labs-ai-gateway", "huggingface-text-embeddings-inference"]
---

# ai-gateway vs text-embeddings-inference

*GraphCanon updated Aug 9, 2026*

## Verdict

Pick ai-gateway if ai-gateway from Ferro Labs supports over 30 LLMs with integrated caching, guardrails, A/B testing, and cost controls, making it ideal for managing multiple language models in a production environment; pick text-embeddings-inference if use this high-performance Rust-based embedding inference tool for fast text embeddings.

[ai-gateway](https://docs.ferrolabs.ai) reports 219 GitHub stars, 33 forks, and 63 open issues, last pushed Aug 7, 2026. [text-embeddings-inference](https://huggingface.co/docs/text-embeddings-inference/quick_tour) has 5.0k stars, 421 forks, and 204 open issues, last pushed Jul 24, 2026. Figures are from public GitHub metadata via [ai-gateway's repository](https://github.com/ferro-labs/ai-gateway) and [text-embeddings-inference's repository](https://github.com/huggingface/text-embeddings-inference).

| | [ai-gateway](/tools/ferro-labs-ai-gateway.md) | [text-embeddings-inference](/tools/huggingface-text-embeddings-inference.md) |
| --- | --- | --- |
| Tagline | Unified AI Gateway for multiple LLMs with caching, guardrails, A/B testing, and cost controls | Blazing fast inference solution for text embeddings models |
| Stars | 219 | 4,982 |
| Forks | 33 | 421 |
| Open issues | 63 | 204 |
| Language | Go | Rust |
| Adopt for | ai-gateway from Ferro Labs supports over 30 LLMs with integrated caching, guardrails, A/B testing, and cost controls, making it ideal for managing multiple language models in a production environment. | Use this high-performance Rust-based embedding inference tool for fast text embeddings. |
| Persona | - | - |
| Runtime | - | - |
| License | Apache-2.0 - a permissive free software license | Apache-2.0 |
| Categories | Inference & Serving, Model Training | Inference & Serving |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [ai-gateway](/tools/ferro-labs-ai-gateway.md) | [text-embeddings-inference](/tools/huggingface-text-embeddings-inference.md) |
| --- | --- | --- |
| Maintenance | Very active (96%) | Active (82%) |
| Days since push | 2d | 13d |
| Open issues (now) | 63 | 204 |
| Full report | [trust report](/tools/ferro-labs-ai-gateway/trust.md) | [trust report](/tools/huggingface-text-embeddings-inference/trust.md) |

## Decision facts: ai-gateway

- **Adopt for:** ai-gateway from Ferro Labs supports over 30 LLMs with integrated caching, guardrails, A/B testing, and cost controls, making it ideal for managing multiple language models in a production environment.
- **License detail:** Apache-2.0 - a permissive free software license

## Decision facts: text-embeddings-inference

- **Adopt for:** Use this high-performance Rust-based embedding inference tool for fast text embeddings.
- **License detail:** Apache-2.0

## Choose when

### Choose ai-gateway if…

- ai-gateway is primarily Go; text-embeddings-inference is Rust.
- Tags unique to ai-gateway: ai-gateway, litellm, llm-cost, llm-proxy.
- Also covers Model Training.
- When you need to integrate more than 30 different LLM services including OpenAI and Anthropic

### Choose text-embeddings-inference if…

- text-embeddings-inference is primarily Rust; ai-gateway is Go.
- Tags unique to text-embeddings-inference: ai, embeddings, huggingface, llm.
- text-embeddings-inference ships Docker support for self-hosted deployment.
- When you need rapid text embeddings processing using Hugging Face models.

## When NOT to use ai-gateway

- If your project only involves one or two LLMs which does not necessitate the gateway's broad compatibility features
- For small-scale projects that do not require comprehensive cost analysis tools
- When custom integration for specific guardrails is required, as ai-gateway offers generalized settings

## When NOT to use text-embeddings-inference

- Avoid if requiring support for embeddings not tagged `text-embeddings-inference` on the HuggingFace hub.
- Not suitable if you cannot install NVIDIA's Container Toolkit and compatible drivers for GPU use.

## Common questions

### What is the difference between ai-gateway and text-embeddings-inference?

ai-gateway: Unified AI Gateway for multiple LLMs with caching, guardrails, A/B testing, and cost controls. text-embeddings-inference: Blazing fast inference solution for text embeddings models. See the comparison table for live GitHub stats and shared categories.

### When should I choose ai-gateway over text-embeddings-inference?

Choose ai-gateway over text-embeddings-inference when ai-gateway is primarily Go; text-embeddings-inference is Rust; Tags unique to ai-gateway: ai-gateway, litellm, llm-cost, llm-proxy; Also covers Model Training; When you need to integrate more than 30 different LLM services including OpenAI and Anthropic.

### When should I choose text-embeddings-inference over ai-gateway?

Choose text-embeddings-inference over ai-gateway when text-embeddings-inference is primarily Rust; ai-gateway is Go; Tags unique to text-embeddings-inference: ai, embeddings, huggingface, llm; text-embeddings-inference ships Docker support for self-hosted deployment; When you need rapid text embeddings processing using Hugging Face models.

### When should I avoid ai-gateway?

If your project only involves one or two LLMs which does not necessitate the gateway's broad compatibility features For small-scale projects that do not require comprehensive cost analysis tools When custom integration for specific guardrails is required, as ai-gateway offers generalized settings

### When should I avoid text-embeddings-inference?

Avoid if requiring support for embeddings not tagged `text-embeddings-inference` on the HuggingFace hub. Not suitable if you cannot install NVIDIA's Container Toolkit and compatible drivers for GPU use.

### Is ai-gateway or text-embeddings-inference more popular on GitHub?

text-embeddings-inference has more GitHub stars (4,982 vs 219). Stars measure visibility, not whether either tool fits your constraints.

### Are ai-gateway and text-embeddings-inference open source?

Yes - both are open-source projects on GitHub (ai-gateway: Apache-2.0, text-embeddings-inference: Apache-2.0).

### Where can I find alternatives to ai-gateway or text-embeddings-inference?

GraphCanon lists graph-backed alternatives at [ai-gateway alternatives](/tools/ferro-labs-ai-gateway/alternatives) and [text-embeddings-inference alternatives](/tools/huggingface-text-embeddings-inference/alternatives) ([ai-gateway markdown twin](/tools/ferro-labs-ai-gateway/alternatives.md), [text-embeddings-inference markdown twin](/tools/huggingface-text-embeddings-inference/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/ferro-labs-ai-gateway-vs-huggingface-text-embeddings-inference.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, ai-gateway or text-embeddings-inference?

ai-gateway: Very active. text-embeddings-inference: Active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for ai-gateway and text-embeddings-inference?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ai-gateway trust report](/tools/ferro-labs-ai-gateway/trust); [text-embeddings-inference trust report](/tools/huggingface-text-embeddings-inference/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=ferro-labs-ai-gateway`](/api/graphcanon/graph?tool=ferro-labs-ai-gateway)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_