# Interfaze vs Extend

URL: https://interfaze.ai/compare/extend

[

Interfaze

![logo](https://interfaze.ai/interfaze_icon.svg)

](https://interfaze.ai/)[

we're hiring



](https://interfaze.ai/careers)

models[

pricing

](https://interfaze.ai/pricing)[

help

](https://interfaze.ai/help)[

docs

](https://interfaze.ai/docs)[

blog

](https://interfaze.ai/blog)[

sign in

](https://interfaze.ai/dashboard/playground)

Backed by

![Y Combinator](https://interfaze.ai/yc_logo.svg)

Combinator

Your fields in one call, about twice as fast.

One request returns structured JSON with a bounding box and a confidence score for every word, and the same API reads documents, audio and video.

[Build now](https://interfaze.ai/dashboard/playground)Setup with agents

Trusted by builders at

![NVIDIA](https://interfaze.ai/companies/nvidia.webp)

![IBM](https://interfaze.ai/companies/ibm.webp)

![Vercel](https://interfaze.ai/companies/vercel.webp)

![Supabase](https://interfaze.ai/companies/supabase.webp)

![Notion](https://interfaze.ai/companies/notion.webp)

![Zapier](https://interfaze.ai/companies/zapier.webp)

![Robinhood](https://interfaze.ai/companies/robinhood.webp)

![Airwallex](https://interfaze.ai/companies/airwallex.webp)

![Langflow](https://interfaze.ai/companies/langflow.webp)

![Smithery](https://interfaze.ai/companies/smithery.webp)

![Rho](https://interfaze.ai/companies/rho.webp)

![Pocket](https://interfaze.ai/companies/pocket.webp)

![101 GenAI](https://interfaze.ai/companies/101genai.webp)

![Aegis](https://interfaze.ai/companies/aegis-logo-text.webp)

![RMH](https://interfaze.ai/companies/rmh-logo.webp)

![INTH](https://interfaze.ai/companies/inth.webp)

![Andco](https://interfaze.ai/companies/andco.webp)

## Why teams choose Interfaze over Extend

About twice as fast and 3.5 times cheaper on the same documents, audio and video next to your PDFs, and a lead on the public olmOCR benchmark.

[

INVOICE

NO.

INV-20418

DATE

2026-09-03

1,200.00

3,620.50

TOTAL

$4,820.50

total\_due

0.98

01

### About twice as fast

On our 101 test documents, interfaze-1 answered in 12.4 s at the median, against 26.2 s for Extend. One request returns the fields; Extend recommends async runs in production.







](https://interfaze.ai/docs/vision/ocr)

[

.pdf

.jpg

.mp3

URL

![](https://interfaze.ai/interfaze_icon.svg)

02

### Documents, audio and video in one API

Send a scan, a call recording and a video in the same request. Extend's supported file types are documents, images, spreadsheets and email.







](https://interfaze.ai/docs/handling-files)

[

LINE ITEMS

ITEM

QTY

AMOUNT

Valve, 2in

12

1,104.00

Gasket kit

40

386.40

Labour, site

6h

720.00

TOTAL

2,210.40

Net 30. 1.5% monthly on overdue balances. Prices exclude VAT at the prevailing rate.

03

### Ahead on olmOCR

On the public olmOCR benchmark, interfaze-1 scores 85.7% against 80.8% for Extend Parse 2.0, and 88.9% against 71.4% on math in old scans.







](https://interfaze.ai/compare/extend#leaderboard)

[

Multi-step pipeline

parse

classify

translate

Interfaze

one call, one bill

04

### About 3.5× cheaper per document

On our 101 test documents, interfaze-1 cost $0.023 per document on average; Extend averaged $0.08 to $0.10 at its listed credit rates.







](https://interfaze.ai/pricing)

[Try for free](https://interfaze.ai/dashboard/playground)

## Interfaze vs Extend on the same document

Same pages and same fields, sent to both APIs. Three selected pages where interfaze-1 read a field Extend got wrong. Pick one to see where each API placed its fields, or the JSON it returned.

Request form

Rotated table scan

Email printout

Boxes on the page

Returned JSON

correct value

wrong value, boxed where the API read it

○

not returned

![](https://interfaze.ai/interfaze_icon.svg)Interfazeinterfaze-1

structured JSON

![Filled form scan](https://r2public.jigsawstack.com/interfaze/compare/proof/rkcw0081_p1.jpg)

11/11 field checks passed

Show all fields

✓

rjr\_program\_number

702919

0.99

✓

response\_code

AM5

0.94

✓

project\_name

Doral & Co. '98 Fringe 1 Free Carton Order Form

0.99

✓

quantity

539,000

0.99

✓

responders

161700

1.00

✓

days\_offer\_open

367

1.00

✓

agency\_contact

Beverly Flichman

0.99

✓

agency\_phone

(910) 992-9406

0.88

✓

age\_verification

NO

0.88

✓

marketing\_person

Deidra Thompkins

0.99

✓

form\_footer

RJRT Form 991 - WML 9/25/97

Read correctly.

![](https://interfaze.ai/compare/extend/extend_icon.svg)Extendextraction\_operator

structured JSON

![Filled form scan](https://r2public.jigsawstack.com/interfaze/compare/proof/rkcw0081_p1.jpg)

10/11 field checks passed

Show all fields

✗

form\_footer

RJRT Form 001 - WML 9/25/97 · page says RJRT Form 991 - WML 9/25/97

0.65

✓

rjr\_program\_number

702919

0.99

✓

response\_code

AM5

0.98

✓

project\_name

Doral & Co. '98 Fringe 1 Free Carton Order Form

0.65

✓

quantity

539,000

1.00

✓

responders

161700

1.00

✓

days\_offer\_open

367

0.95

✓

agency\_contact

Beverly Flichman

0.94

✓

agency\_phone

(910) 992-9406

0.96

✓

age\_verification

NO

0.99

✓

marketing\_person

Deidra Thompkins

0.99

[See detailed breakdown](https://interfaze.ai/compare/extend/documents)

## One API call instead of a pipeline

Extend recommends async runs with polling or webhooks in production. With Interfaze one request returns the fields, audio included.

[OCR docs](https://interfaze.ai/docs/vision/ocr)

Document extraction

Claims intake

Document extraction

integration steps

Interfaze

1 call · 1 API

done first

Extend

4/4 steps · 2 APIs

done

With Interfaze

With Extend

Scanned form

Extract run

Extend

Poll run

Extend

Your code

you

Fields

![](https://interfaze.ai/interfaze_icon.svg)

Interfaze

ocrextractboxesconfidence

One request

Fields + boxes

Interfaze

1 call · 1 API

first

Extend

4/4 steps · 2 APIs

done

Scanned form

Extract run

Extend

Poll run

Extend

Your code

you

Fields

![](https://interfaze.ai/interfaze_icon.svg)

Interfaze

ocrextractboxesconfidence

Fields + boxes

## Interfaze vs Extend benchmarks

Same 101 documents, same field list, first successful call to each API: how many came back fast, and how many cost under 3¢.

Speed and cost per document

higher is better

Measure

![](https://interfaze.ai/interfaze_icon.svg)

Interfaze

![](https://interfaze.ai/compare/extend/extend_icon.svg)

Extend

Answered in under 20 s

share of documents, time per API call · 101 documents

84.2%

11.9%

Answered in under 30 s

share of documents, time per API call · 101 documents

93.1%

70.3%

Under 3¢ per document

share of documents at list prices · 101 documents

95.0%

0.0%

[Method ->](https://interfaze.ai/leaderboards)

## Interfaze vs Extend on olmOCR-bench

Scores from the public olmOCR benchmark. The overall ranking first, then the three tasks with the biggest gap.

[Full breakdown](https://interfaze.ai/leaderboards/olmocr)

## Interfaze vs Extend, feature by feature

Checked against both companies' docs.

![](https://interfaze.ai/interfaze_icon.svg)

Interfaze

![](https://interfaze.ai/compare/extend/extend_icon.svg)

Extend

Classification and translation in one call

OCR, classification and translation in a single request

Classification and translation in one call

Classify is a separate endpoint; no translation in the API docs

Open weights

interfaze-1.1-lite runs on one 80 GB GPU

Open weights

Hosted only

One synchronous call

One request returns the JSON; streaming available

One synchronous call

Create a run, then fetch it: sync endpoints time out at 5 minutes, longer jobs need polling or webhooks

Multimodal input

Documents, images, audio and video

Multimodal input

Documents, images, spreadsheets and email; no audio or video in the supported file types

Multi-document Q&A

Send several documents in one request and ask questions across them

Multi-document Q&A

Multi-file extraction into fields; no question answering across documents in the docs

Cost per document

$0.023 on average across our 101 test documents

Cost per document

$0.08–0.10 per document on average at the listed credit rates

Speed per document

12.4 s median on our 101 test documents

Speed per document

26.2 s median on the same documents

olmOCR benchmark score

1st on olmOCR (85.7%)

olmOCR benchmark score

Extend Parse 2.0 at 80.8% on olmOCR

Bounding boxes with confidence scores

Every OCR word and line with pixel bounds and a 0–1 confidence, in every response

Bounding boxes with confidence scores

Word-level citations and per-field confidence

Standard SDKs

OpenAI Chat Completions compatible: OpenAI SDK, Vercel AI SDK, LangChain

Standard SDKs

Own SDKs (TypeScript, Python, Go)

## How to migrate from Extend to Interfaze

The same extraction in Interfaze and Extend, side by side. Your existing schema works as is. Or let your coding agent make the switch.

[SDK guide](https://interfaze.ai/docs/integrations/interfaze-sdk)

TypeScript

TypeScript

Python

**OpenAI SDK · typescript**

```typescript
import OpenAI from "openai";

const client = new OpenAI({
  baseURL: "https://api.interfaze.ai/v1",
  apiKey: process.env.INTERFAZE_API_KEY,
});

const res = await client.chat.completions.create({
  model: "interfaze-1",
  response_format: {
    type: "json_schema",
    json_schema: { name: "invoice", schema: INVOICE_SCHEMA },
  },
  messages: [{
    role: "user",
    content: [
      { type: "text", text: "Extract the fields" },
      { type: "file", file: { filename: "invoice.pdf",
        file_data: pdfUrl } },
    ],
  }],
});
const invoice = JSON.parse(res.choices[0].message.content);
```

**Vercel AI SDK · typescript**

```typescript
import { generateText, jsonSchema, Output } from "ai";
import { interfaze } from "@interfaze-ai/ai-sdk";

const { output } = await generateText({
  model: interfaze("interfaze-1"),
  output: Output.object({
    schema: jsonSchema(INVOICE_SCHEMA),
  }),
  messages: [{
    role: "user",
    content: [
      { type: "text", text: "Extract the fields" },
      { type: "file", data: pdfUrl,
        mediaType: "application/pdf" },
    ],
  }],
});
```

**OpenAI SDK · python**

```python
import json, os
from openai import OpenAI

client = OpenAI(
    base_url="https://api.interfaze.ai/v1",
    api_key=os.environ["INTERFAZE_API_KEY"],
)

res = client.chat.completions.create(
    model="interfaze-1",
    response_format={
        "type": "json_schema",
        "json_schema": {"name": "invoice", "schema": INVOICE_SCHEMA},
    },
    messages=[{
        "role": "user",
        "content": [
            {"type": "text", "text": "Extract the fields"},
            {"type": "file", "file": {"filename": "invoice.pdf",
                "file_data": pdf_url}},
        ],
    }],
)
invoice = json.loads(res.choices[0].message.content)
```

**Interfaze SDK · python**

```python
import json
from interfaze import Interfaze, inputs, response_format

interfaze = Interfaze()  # reads INTERFAZE_API_KEY

res = interfaze.chat.completions.create(
    messages=[{
        "role": "user",
        "content": [
            {"type": "text", "text": "Extract the fields"},
            inputs.file(pdf_url, filename="invoice.pdf"),
        ],
    }],
    response_format=response_format(INVOICE_SCHEMA, "invoice"),
)
invoice = json.loads(res.choices[0].message.content)
```

Migrate with agents

## Interfaze vs Extend: common questions

What people usually ask before switching from Extend.

Interfaze vs Extend: what's the difference?

Extend is a document processing platform: in production it recommends starting an extraction run and collecting the result by polling or webhook; its sync mode stops at 5 minutes. Interfaze is one model behind one request: send documents, images, audio or video and get your JSON back with word boxes and confidence scores in the same response.

Is Interfaze faster than Extend?

On our 101 test documents, interfaze-1 answered in 12.4 s at the median and 24.6 s at the 90th percentile; Extend took 26.2 s and 41.5 s on the same files.

How much does Interfaze cost compared to Extend?

On our 101 test documents, interfaze-1 cost $0.023 per document on average at its public token prices. Extend averaged $0.08 to $0.10 per document at its listed credit rates. Interfaze charges by tokens, so pages with little text cost less.

How much code do I need to change?

A few lines per call. Point the OpenAI SDK or Vercel AI SDK at Interfaze, send the PDF as a file and pass your extractor's JSON schema as the response format. You can delete the run-polling code.

Can I self-host?

Yes. interfaze-1.1-lite has open weights and runs on a single 80 GB GPU like an H100.

What about security and data retention?

Turn on zero data retention for any request with one header, on every plan. SOC 2 and HIPAA agreements are available on request.

## Send us your hardest PDF.  
If we can't beat your current provider,  
we'll give you $3,000 in credits.

Start for free. No credit card required.

[Build now](https://interfaze.ai/dashboard/playground)[Talk to a founder](https://interfaze.ai/sales)
