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Combinator

The AI model built for deterministic developer tasks

Interfaze is an AI model built on a new architecture that merges specialized DNN/CNN models with LLMs for developer tasks that require deterministic output and high consistency like OCR, scraping, classification, web search and more.

                                                                                                                                                                                                                                         
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• OCR, web scraping, web search, classification and more
• OpenAI chat completion API compatible
• High accuracy structured output consistency
• Built-in code execution and sandboxing
• Custom web engine for scraping and web research capabilities
• Auto reasoning when needed
• Controllable guardrails
• Fully managed and scalable
• Globally distributed fallback system with high uptime

Beta launch video

Model Comparison

*Results for Non-Interfaze models are sourced from model providers, leaderboards, and evaluation providers such as Artificial Analysis.

Works like any other LLM

OpenAI API compatible, works with every AI SDK out of the box

import OpenAI from "openai";

const interfaze = new OpenAI({
    baseURL: "https://api.interfaze.ai/v1",
    apiKey: "<your-api-key>"
});

const completion = await interfaze.chat.completions.create({
    model: "interfaze-beta",
    messages: [
        {
            role: "user",
            content: "Get the company description of Interfaze from their linkedin page",
        },
    ],
});

console.log(completion.choices[0].message.content);

prompt = "Get the person information from the following ID."

schema = z.object({
  first_name: z.string(),
  last_name: z.string(),
  dob: z.string(),
  expiry: z.string(),
});

prompt = "Extract the information from Yoeven D Khemlani's linkedin page based on the schema."

schema = z.object({
  first_name: z.string(),
  last_name: z.string(),
  about: z.string(),
  current_company: z.string(),
  current_position: z.string(),
});

prompt = "The UK drinks about 100–160 million cups of tea every day, and 98% of tea drinkers add milk to their tea."

schema = z.object({
  zh: z.string(),
  hi: z.string(),
  es: z.string(),
  fr: z.string(),
  de: z.string(),
  it: z.string(),
  ja: z.string(),
  ko: z.string(),
});

zh: 英国每天饮用约100–160百万杯茶，有98%的茶饮者在茶中加入牛奶。
hi: यूके हर दिन लगभग 100–160 मिलियन कप चाय पीता है, और 98% चाय पीने वाले अपनी चाय में दूध मिलाते हैं।
es: El Reino Unido bebe alrededor de 100–160 millones de tazas de té cada día, y el 98 % de los consumidores de té añade leche a su té.
fr: Le Royaume-Uni boit environ 100–160 millions de tasses de thé chaque jour, et 98 % des buveurs de thé ajoutent du lait à leur thé.
de: Das Vereinigte Königreich trinkt etwa 100–160 Millionen Tassen Tee pro Tag, und 98 % der Teetrinker fügen ihrem Tee Milch hinzu.
it: Il Regno Unito beve circa 100–160 milioni di tazze di tè ogni giorno e il 98% degli amanti del tè aggiunge latte al proprio tè.
ja: イギリスでは毎日約100～160百万杯の紅茶が飲まれており、紅茶を飲む人の98%が紅茶に牛乳を加えます。
ko: 영국에서는 매일 약 1억 ~ 1억 6천만 잔의 차를 마시며, 차를 마시는 사람의 98%가 차에 우유를 넣습니다.

prompt = "Transcribe https://jigsawstack.com/preview/stt-example.wav"

schema = z.object({
  text: z.string(),
  speakers: z.object({
    id: z.string(),
    start: z.number(),
    end: z.number()
  })
});

{
  "text": " The little tales they tell are false The door was barred, locked and bolted as well Ripe pears are fit for a queen's table A big wet stain was on the round carpet The kite dipped and swayed but stayed aloft The pleasant hours fly by much too soon The room was crowded with a mild wob The room was crowded with a wild mob This strong arm shall shield your honour She blushed when he gave her a white orchid The beetle droned in the hot June sun",
  "speakers": [
    {
      "start":0,
      "end":4.78,
      "id": "SPEAKER_00"
    },
    {
      "start":4.78,
      "end":9.48,
      "id": "SPEAKER_00"
    },
    {
      "start":9.48,
      "end":13.06,
      "id": "SPEAKER_00"
    },
    {
      "start":13.06,
      "end":17.24,
      "id": "SPEAKER_00"
    },
    {
      "start":17.24,
      "end":21.78,
      "id": "SPEAKER_00"
    },
    {
      "start":21.78,
      "end":26.3,
      "id": "SPEAKER_00"
    },
    {
      "start":26.3,
      "end":30.76,
      "id": "SPEAKER_00"
    },
    {
      "start":30.76,
      "end":35.08,
      "id": "SPEAKER_00"
    },
    {
      "start":35.08,
      "end":39.24,
      "id": "SPEAKER_00"
    },
    {
      "start":39.24,
      "end":43.94,
      "id": "SPEAKER_00"
    },
    {
      "start":43.94,
      "end":48.5,
      "id": "SPEAKER_00"
    }
  ]
}

Fully configurable guardrails for text and images

S1: Violent Crimes
S2: Non-Violent Crimes
S3: Sex-Related Crimes
S4: Child Sexual Exploitation
S5: Defamation
S6: Specialized Advice
S7: Privacy
S8: Intellectual Property
S9: Indiscriminate Weapons
S10: Hate
S11: Suicide & Self-Harm
S12: Sexual Content
S12_IMAGE: Sexual Content (Image)
S13: Elections
S14: Code Interpreter Abuse

This architecture combines a suite of small specialized models supported with custom tools and infrastructure while automatically routing to the best model for the task that prioritizes accuracy and speed.

Specs

FAQ

Have more questions? Book a call with a founder.

Todo (Prioritized)

• Reduce transactional token count
• Pre-built prompts/schemas optimized for specific tasks
• Embedding model
• Built-in observability and logging on the dashboard
• Complete metrics and analytics
• v1.1 Interfaze
• Reduce latency and improve throughput
• Custom SDKs for interfaze with AI SDK, Langchain, etc.
• Leaderboard for projects

If you have feature requests or recommendations, please reach out!

Research references

• Interfaze: The Future of AI is built on Task-Specific Small Models
• Agentic Context Engineering
• Small Language Models are the Future of Agentic AI
• The Sparsely-Gated Mixture-of-Experts Layer
• DeepSeekMoE
• Confronting LLMs with Traditional ML

Who are we?

We are a small team of ML, Software and Infrastructure engineers engrossed in the fact that a small model can do a lot more when specialized. Allowing us to make AI available in every dev workflow.