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Tools💻 Code & DevelopmentInterfaze
Interfaze

Interfaze

Paid

Deterministic multimodal AI for OCR, STT, and structured data extraction

By Tanmay Verma, Founder · Last verified 06 Jul 2026

0 views
Added 5d ago
77/100Safe Bet
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In short

Interfaze — Deterministic multimodal AI for OCR, STT, and structured data extraction. Best for Developers building deterministic OCR, STT, or data extraction pipelines, Enterprises needing verifiable, auditable AI outputs with confidence scores, Teams requiring high-accuracy structured data from documents. Plans from $1.503/mo.

Compared withvs Versatilevs Geologicaivs Screenplayiq

Is Interfaze actually worth it?

Live

See what real users actually say. We scan live discussions, reviews and complaints across the web and hand you an honest verdict — in under a minute.

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Editorial Verdict

Best for
Developers building deterministic OCR, STT, or data extraction pipelinesEnterprises needing verifiable, auditable AI outputs with confidence scoresTeams requiring high-accuracy structured data from documentsStartups seeking cost-effective multimodal AI with transparent pricingResearchers validating AI performance on precision benchmarks
Not ideal for
Casual users or non-developers seeking a chat interfaceCreative writing or open-ended generation tasksTeams needing a free tier or discounts without contacting salesReal-time applications requiring sub-second latencyProjects that don't need structured, verifiable outputs

If you need bulletproof OCR or structured extraction at scale, Interfaze delivers top benchmarks and transparent pricing. The beta status and no free tier mean it's for serious builders, not tinkerers.

Last verified: July 2026

What's new in Interfaze

Checked 2 days ago

Across the latest 5 updates: 2 feature updates, 2 launches and 1 community discussion.

LaunchBlog·7 days agoNewest

The First Open Source Diffusion Audio ASR Model

Interfaze released first open-source diffusion-based audio ASR model.

FeatureBlog·May 28

Interfaze Updates: OCR improvements, Gemini 3.5 benchmarks, STT word level accuracy, caching and more

Interfaze improved OCR, added Gemini 3.5 benchmarks, STT word-level accuracy, and caching.

DiscussionBlog·May 27

Does the ability to refuse make a model more intelligent?

Blog post discussing if refusal ability correlates with model intelligence.

LaunchBlog·May 11

Interfaze: A new model architecture built for high accuracy at scale

Interfaze announced a new model architecture designed for high accuracy and scalability.

FeatureBlog·May 6

Interfaze Updates: Postgres LLM, Vercel AI gateway, SOB Updates, Scraper and more

Interfaze added Postgres LLM, Vercel AI gateway, updated SOB benchmark, and scraper improvements.

What independent users actually report about Interfaze

We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.

70 mentions across 4 sources (Hacker News, YouTube, Bluesky, Lemmy).

66% positive34% critical
Recurring strengths
  • +State-of-the-art OCR with confidence scores and bounding boxes (OCRBench V2 leader).
  • +Hybrid architecture combines DNNs and transformers for specialized task accuracy.
  • +Pay-as-you-go pricing at $1.50/MTok input is competitive for production workloads.
  • +Supports structured extraction with Zod schema enforcement and function calling.
  • +Multimodal input handles text, images, audio, files, and video via one API.
Recurring frustrations
  • −Limited community feedback; most buzz comes from founder posts and launch events.
  • −Not suitable for general conversational AI or creative generation.
  • −Self-hosting unclear and only available on request.
  • −Benchmark claims lack independent verification from third parties.
  • −Docs could be more thorough on advanced guardrail configuration.
Patterns worth knowing
Hybrid architecture praised for accuracy
Seen on Hacker News, Bluesky
Skepticism due to limited independent benchmarks
Seen on Hacker News
Good value for deterministic tasks
Seen on Bluesky
Learning curve
beginnerProductive in ~A few hours
Hidden costs people mention
  • • No free tier mentioned; you pay from first token.
  • • Self-hosting pricing is opaque and negotiated individually.

Viability Score

77/100
Safe Bet

How likely is Interfaze to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.

momentum
55
funding runway
80
website health
90
wrapper dependency
100

Last calculated: July 2026

How we score →

Key Features

  • OCR with confidence scores and bounding boxes
  • Speech-to-text with word-level accuracy
  • Structured data extraction with Zod schema enforcement
  • Multilingual support in 100+ languages
  • Code sandboxing and execution
  • Configurable guardrails for content safety (text and images)
  • 1M token context window
  • 32K max output tokens
  • Streaming and reasoning capabilities
  • Function calling support
  • Multimodal input: text, images, audio, files, video
  • Chat Completion API compatible with OpenAI SDK
  • Postgres LLM integration (run LLMs inside Postgres)
  • GUI detection
  • Diffusion audio ASR model (open source)

About Interfaze

PaidIntermediateAPI availableAPI

Interfaze is a multimodal AI model engineered for deterministic accuracy in OCR, speech-to-text, and structured data extraction. Built by JigsawStack (YC P26), it targets developers and enterprises that need verifiable, consistent outputs with confidence scores and bounding boxes. The model handles text, images, audio, files, and video via a Chat Completion API compatible with OpenAI, Vercel AI, LangChain, and n8n. Key features include state-of-the-art OCR (scoring 70.7% on OCRBench V2, top among competitors), speech-to-text with word-level accuracy, multilingual support in 100+ languages, code sandboxing, and configurable guardrails. The architecture combines specialized models and tools, routing each request to the best model for accuracy and speed. It offers a 1M token context window, 32K max output tokens, streaming, reasoning, and function calling. Infrastructure costs (sandbox, browser engine) are folded into token counts, with free caching included. Pricing is pay-as-you-go at $1.50 per million input tokens and $3.50 per million output tokens. A self-hosted option is available on request. Recent updates include OCR improvements, a new diffusion audio ASR model, Gemini 3.5 benchmarks, and Postgres LLM integration. Benchmarks show it leading on GPQA Diamond (92.4%), MMMLU (90.9%), and SOB Value Acc (80.5%) versus models like GPT-5.4-Mini and Claude-Sonnet-5. Compared to general-purpose models like GPT-4o or Claude, Interfaze prioritizes accuracy and verifiability over creative generation. It is best suited for production-grade extraction tasks where auditability matters, not for open-ended chat or creative work. Its deterministic outputs and confidence scores make it a strong choice for regulated industries and data pipelines requiring rule-based validation.

Behind the Verdict

Interfaze fills a specific niche: it's not the model you chat with, it's the model you trust to extract a driver's license number perfectly every time. We'd reach for this when we need confidence scores and bounding boxes, not creative prose. The architecture is clever—routing each request to a specialized sub-model—and it shows in benchmarks where it leads on OCR, structured outputs, and multilingual QA. Where it bites: no free tier, so you can't test it without handing over a credit card. The rate limit of 50 requests per second is generous enough for many workloads, but if you need higher throughput you'll need to negotiate a custom plan. Observability and logging are 'coming soon,' which means you can't audit usage deeply right now. And if you're building a chatbot for casual conversation, this isn't your tool—it's built for deterministic tasks, not creativity. Compared to GPT-4o, Interfaze wins on verifiability—you get confidence scores and bounding boxes for OCR, not just a guess. But GPT-4o offers a broader creative range and a free tier. For a developer building a document processing pipeline, Interfaze is the smarter choice because it outputs structured data that you can rule-check without hallucination. For a content writer, skip it. In practice, the pay-as-you-go pricing is transparent and competitive: at $1.50/$3.50 per million tokens, it's cheaper than GPT-4o for batch extraction jobs. The free caching cuts costs further. The Postgres LLM integration is a nice bonus for teams that want AI inside their database. Overall, Interfaze is a specialist you call in for precision work—don't expect general conversation, but do expect industry-leading accuracy on the tasks it's designed for.

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Use Cases

  • Extract structured data from identity documents with bounding box confidence
  • Transcribe and diarize audio files for medical or legal use cases
  • Translate multilingual text and audio accurately in 100+ languages
  • Run AI models natively inside PostgreSQL for advanced querying
  • Scrape web pages and extract structured information via browser engine
  • Execute code in a sandboxed environment for automated testing

Models Under the Hood

interfaze-beta

Limitations

  • Interfaze is currently in beta with a 50 requests per second rate limit (higher available on custom plans).
  • Maximum context window is 1M tokens and max output is 32k tokens.
  • No free tier; usage token pricing applies.
  • Observability and logging features are not yet available.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
$18
Over 12 months
Effective monthly
$2
Billed monthly

Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Integrations

OpenAI SDKVercel AI SDKLangChain SDKn8nPostgres LLM

Resources & Guides

  • Documentationinterfaze.ai

    Docs · Interfaze

    Full product docs from interfaze.ai

Frequently Asked Questions

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Details

Pricing
Paid
Skill Level
Intermediate
Platforms
API
API Available
Yes
Content updated
2d ago
Pricing & overview verified
2d ago

Categories

💻 Code & Development📊 Data & Analytics

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