--- title: "LLM-As-Chatbot vs ai-gateway" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deep-diver-llm-as-chatbot-vs-ferro-labs-ai-gateway" tools: ["deep-diver-llm-as-chatbot", "ferro-labs-ai-gateway"] --- # LLM-As-Chatbot vs ai-gateway *GraphCanon updated Aug 9, 2026* ## Verdict Pick LLM-As-Chatbot if lLM-As-Chatbot enables integration of instruction-following fine-tuned LLM models into chatbots via Gradio or Discord interfaces, including an internet search feature with the Serper API; 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. [LLM-As-Chatbot](https://github.com/deep-diver/LLM-As-Chatbot) reports 3.3k GitHub stars, 375 forks, and 19 open issues, last pushed Nov 20, 2023. [ai-gateway](https://docs.ferrolabs.ai) has 219 stars, 33 forks, and 63 open issues, last pushed Aug 7, 2026. Figures are from public GitHub metadata via [LLM-As-Chatbot's repository](https://github.com/deep-diver/LLM-As-Chatbot) and [ai-gateway's repository](https://github.com/ferro-labs/ai-gateway). | | [LLM-As-Chatbot](/tools/deep-diver-llm-as-chatbot.md) | [ai-gateway](/tools/ferro-labs-ai-gateway.md) | | --- | --- | --- | | Tagline | LLM as a Chatbot Service | Unified AI Gateway for multiple LLMs with caching, guardrails, A/B testing, and cost controls | | Stars | 3,319 | 219 | | Forks | 375 | 33 | | Open issues | 19 | 63 | | Language | Python | Go | | Adopt for | LLM-As-Chatbot enables integration of instruction-following fine-tuned LLM models into chatbots via Gradio or Discord interfaces, including an internet search feature with the Serper API. | 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. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 - a permissive free software license | | Categories | Developer Tools, Inference & Serving | Inference & Serving, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [LLM-As-Chatbot](/tools/deep-diver-llm-as-chatbot.md) | [ai-gateway](/tools/ferro-labs-ai-gateway.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 985d | 2d | | Open issues (now) | 19 | 63 | | Owner type | User | Organization | | Full report | [trust report](/tools/deep-diver-llm-as-chatbot/trust.md) | [trust report](/tools/ferro-labs-ai-gateway/trust.md) | ## Decision facts: LLM-As-Chatbot - **Adopt for:** LLM-As-Chatbot enables integration of instruction-following fine-tuned LLM models into chatbots via Gradio or Discord interfaces, including an internet search feature with the Serper API. ## 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 ## Choose when ### Choose LLM-As-Chatbot if… - LLM-As-Chatbot is primarily Python; ai-gateway is Go. - Tags unique to LLM-As-Chatbot: chatbot, discord-bot, gradio, internet search support. - Also covers Developer Tools. - When you need to test and deploy a variety of open-source LLMS as chatbots supported by both Gradio applications and Discord bots. ### Choose ai-gateway if… - ai-gateway is primarily Go; LLM-As-Chatbot is Python. - 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 NOT to use LLM-As-Chatbot - If your environment only supports Python versions prior to 3.9 or uses a Gradio version below 3.32.0. - When you do not have access to the Serper API key required for enabling internet search capabilities. ## 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 ## Common questions ### What is the difference between LLM-As-Chatbot and ai-gateway? LLM-As-Chatbot: LLM as a Chatbot Service. ai-gateway: Unified AI Gateway for multiple LLMs with caching, guardrails, A/B testing, and cost controls. See the comparison table for live GitHub stats and shared categories. ### When should I choose LLM-As-Chatbot over ai-gateway? Choose LLM-As-Chatbot over ai-gateway when LLM-As-Chatbot is primarily Python; ai-gateway is Go; Tags unique to LLM-As-Chatbot: chatbot, discord-bot, gradio, internet search support; Also covers Developer Tools; When you need to test and deploy a variety of open-source LLMS as chatbots supported by both Gradio applications and Discord bots. ### When should I choose ai-gateway over LLM-As-Chatbot? Choose ai-gateway over LLM-As-Chatbot when ai-gateway is primarily Go; LLM-As-Chatbot is Python; 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 avoid LLM-As-Chatbot? If your environment only supports Python versions prior to 3.9 or uses a Gradio version below 3.32.0. When you do not have access to the Serper API key required for enabling internet search capabilities. ### 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 ### Is LLM-As-Chatbot or ai-gateway more popular on GitHub? LLM-As-Chatbot has more GitHub stars (3,319 vs 219). Stars measure visibility, not whether either tool fits your constraints. ### Are LLM-As-Chatbot and ai-gateway open source? Yes - both are open-source projects on GitHub (LLM-As-Chatbot: Apache-2.0, ai-gateway: Apache-2.0). ### Where can I find alternatives to LLM-As-Chatbot or ai-gateway? GraphCanon lists graph-backed alternatives at [LLM-As-Chatbot alternatives](/tools/deep-diver-llm-as-chatbot/alternatives) and [ai-gateway alternatives](/tools/ferro-labs-ai-gateway/alternatives) ([LLM-As-Chatbot markdown twin](/tools/deep-diver-llm-as-chatbot/alternatives.md), [ai-gateway markdown twin](/tools/ferro-labs-ai-gateway/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/deep-diver-llm-as-chatbot-vs-ferro-labs-ai-gateway.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, LLM-As-Chatbot or ai-gateway? LLM-As-Chatbot: Dormant. ai-gateway: Very 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 LLM-As-Chatbot and ai-gateway? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [LLM-As-Chatbot trust report](/tools/deep-diver-llm-as-chatbot/trust); [ai-gateway trust report](/tools/ferro-labs-ai-gateway/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=deep-diver-llm-as-chatbot`](/api/graphcanon/graph?tool=deep-diver-llm-as-chatbot) - 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/_