Unstract
Unstract is a document processing platform that extracts structured data from unstructured documents and automates document workflows.
What Unstract is
Unstract is a document processing platform that extracts structured data from unstructured documents and automates document workflows. Prompt Studio uses natural-language instructions to create extraction projects that can be deployed as APIs or ETL pipelines. Agentic Prompt Studio uses multi-agent pipelines to define schemas, generate prompts, and validate extraction across documents. The platform describes itself as document agnostic and says it works without prior training or templates. Human-in-the-loop workflows can route selected documents for review, approval, and validation. LLMChallenge uses two language models to challenge extracted responses, while SinglePass and Summarized Extraction are described as ways to reduce token use. Integrations include Anthropic, OpenAI, and Vertex AI models, plus file systems and databases such as Azure Cloud Storage, PostgreSQL, and S3/Minio. Deployment options include managed cloud, on-premise enterprise, and open-source self-hosted editions. The cloud offering says data is encrypted in transit and at rest and is not used for training. The free Open Source plan is limited to one self-hosted user.
Good
- Extracts data using natural-language instructions.
- Can deploy projects as APIs or ETL pipelines.
- Offers human review workflows.
- Supports managed cloud, on-premise, and self-hosted editions.
- Cloud data is encrypted in transit and at rest.
Watch out
- Open Source plan is limited to one user.
- Starter monthly plan costs $499 per month.
- Starter and Growth plans have monthly page limits and overage charges.
Who it suits
Unstract suits teams extracting structured information from documents and routing selected results for human review. Its deployment options cover users seeking managed cloud, on-premise enterprise, or self-hosted editions.
Verdict
Unstract combines document extraction with workflow deployment and human review, with both cloud and self-hosted options. Compare page allowances and overage charges with expected document volumes before choosing a paid plan.
Plans and prices
From Unstract's own pricing page, checked 4 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Open Source | Free | 1 user only · self-hosted · Slack community support |
| LLMWhisperer Native Text | $1 a month | digital PDFs · $0.001/page · 100 free pages/day · pay as you go; $1 per 1,000 pages |
| LLMWhisperer Low Cost | $5 a month | clean scans · $0.005/page · 100 free pages/day · pay as you go; $5 per 1,000 pages |
| LLMWhisperer High Quality | $10 a month | hard scans/handwriting · $0.01/page · 100 free pages/day · pay as you go; $10 per 1,000 pages |
| Starter (annual) | $416 a month | 60,000 pages/year · $0.10/page overage · standard compliance and support · Billed annually |
| Document Studio Starter annual | $416 a month | 60,000 pages/year · $0.10/page overage · Agentic Prompt Studio · standard compliance/support · 14-day trial · annually |
| Starter (monthly) | $499 a month | 5,000 pages/month · $0.10/page overage · standard compliance and support · Billed monthly |
| Document Studio Starter monthly | $499 a month | 5,000 pages/month · $0.10/page overage · Agentic Prompt Studio · standard compliance/support · 14-day trial · monthly |
| Document Studio Growth annual | $1,874 a month | 300,000 pages/year · $0.09/page overage · Agentic Prompt Studio · standard compliance/support · 14-day trial · annually |
| Growth (annual) | $1,874 a month | 300,000 pages/year · $0.09/page overage · standard compliance and support · Billed annually |
| Document Studio Growth monthly | $2,249 a month | 25,000 pages/month · $0.09/page overage · Agentic Prompt Studio · standard compliance/support · 14-day trial · monthly |
| Growth (monthly) | $2,249 a month | 25,000 pages/month · $0.09/page overage · standard compliance and support · Billed monthly |
| Flow | Priced on request | agentic process mining · industry-ready agents · human-in-the-loop · connectors · deterministic execution · contact sales |
| Document Studio Enterprise monthly | Priced on request | custom pages · custom overage · cloud or self-hosted · SOC 2/GDPR/HIPAA/ISO 27001 · priority dedicated support · monthly |
| Enterprise (annual) | Priced on request | Custom pages and overage · SOC 2, GDPR, HIPAA, ISO 27001 · priority dedicated support · Billed annually |
| Enterprise (monthly) | Priced on request | Custom pages and overage · SOC 2, GDPR, HIPAA, ISO 27001 · priority dedicated support · Billed monthly |
| Document Studio Enterprise annual | Priced on request | custom pages · custom overage · cloud or self-hosted · SOC 2/GDPR/HIPAA/ISO 27001 · priority dedicated support · annually |
The facts
Each one read from Unstract's own pages, with the date it was checked.
What it does
- Agentic extraction
- Agentic Prompt Studio uses multi-agent pipelines to define schemas, generate extraction prompts, and validate accuracy across documents.checked 4 Oct 2026
- Agentic Prompt Studio
- Agentic Prompt Studio can generate schemas, craft prompts and validate extraction accuracy.checked 15 Oct 2026
- API data retention
- In asynchronous extraction, text is held in server memory for 60 minutes; enabling highlighting stores text and metadata on the servers.checked 15 Oct 2026
- API modes
- The extraction API supports OCR or text processing, line-printer or text output, page selection and synchronous or asynchronous responses.checked 15 Oct 2026
- Changelog news
- The August 12, 2026 cloud release added hosted MCP endpoints beside API deployments and global API deployment keys.checked 15 Oct 2026
- Connector examples
- The connector documentation gives Azure Cloud Storage, PostgreSQL, and S3/Minio as examples.checked 4 Oct 2026
- Deployment
- The product is offered as managed cloud, on-premise enterprise, or open-source self-hosted editions.checked 4 Oct 2026
- Deployment options
- Workflows can be deployed as REST APIs, ETL pipelines or MCP servers, with cloud and self-hosted editions.checked 15 Oct 2026
- Document agnostic
- The maker says Unstract handles documents of any format without prior training or templates.checked 15 Oct 2026
- Documentation/support
- Official documentation covers editions, quick start, MCP, CLI, Prompt Studio, workflows, API deployments, ETL pipelines, connectors, adapters and a platform API.checked 15 Oct 2026
- Document support
- Unstract describes itself as document agnostic and says it works with documents without prior training or templates.checked 4 Oct 2026
- Enterprise controls
- The feature comparison lists SOC 2 Type II, ISO 27001, HIPAA, GDPR with DPA, SSO/SAML, and audit logs for enterprise editions.checked 4 Oct 2026
- Extraction checks
- LLMChallenge uses two LLMs to challenge extracted responses, and the product describes SinglePass and Summarized Extraction as ways to reduce token use.checked 4 Oct 2026
- Funding and investors
- Crunchbase lists one seed round and Lightspeed India Partners as an investor; LinkedIn also says the company is backed by Together Fund.checked 15 Oct 2026
- Human review
- The platform provides side-by-side source-document comparison, highlighting and human approval workflows.checked 15 Oct 2026
- Integrations
- Listed connectors include S3, Google Drive, Dropbox, Box, Snowflake, BigQuery, PostgreSQL, SQL Server, QuickBooks, Xero, SAP, NetSuite, Salesforce, HubSpot, Jira, Asana, ClickUp and Linear.checked 15 Oct 2026
- Legal name
- Crunchbase identifies the legal entity as Zipstack, Inc.checked 15 Oct 2026
- License
- The public Unstract repository is released under the AGPL-3.0 license.checked 15 Oct 2026
- Limit: learning curve and documentation
- G2 reviewers report that initial setup and field mapping take time and that some edge cases need more detailed documentation.checked 15 Oct 2026
- Limits
- The Starter plan includes 5,000 pages per month and charges $0.10 per overage page; Growth includes 25,000 pages per month and charges $0.09 per overage page.checked 4 Oct 2026
- Limit: schema and grounding gaps
- One G2 reviewer says automatically generated schemas can be overly long, source grounding does not work for every field and Markdown download was unavailable in the playground.checked 15 Oct 2026
- LLM and vector adapters
- The open-source repository lists adapters for OpenAI, Azure OpenAI, Anthropic, Bedrock, Gemini, Ollama, Mistral, Qdrant, Pinecone, Weaviate, PostgreSQL and Milvus.checked 15 Oct 2026
The company
- Company size and headquarters
- LinkedIn lists Unstract as a privately held 11–50 employee company headquartered in Los Altos, California.checked 15 Oct 2026
- Headquarters
- Los Altos, California, United Stateschecked 28 Sep 2026
The full review of Unstract
Overview
Unstract turns unstructured documents into structured data and automates the workflows around them. It suits teams that need to build extraction pipelines and route selected documents for human review. Its mix of managed cloud and self-hosted deployment is useful, but paid page allowances and overage charges make volume a central buying consideration.
Key features
Prompt Studio uses natural-language instructions to define extraction and lets users deploy projects as APIs or ETL pipelines. Agentic Prompt Studio adds multi-agent steps to shape schemas, generate prompts and validate accuracy across documents. That combination can help teams move from extraction design to operational workflows without treating the output as a one-off export.
Unstract describes its document processing as document agnostic, with no prior training or templates required. Human-in-the-loop workflows can send selected documents for review, approval and validation, which is valuable when extracted data needs oversight rather than automatic acceptance. LLMChallenge uses two LLMs to challenge extraction responses; SinglePass and Summarized Extraction are options intended to reduce token use.
It supports models including Anthropic, OpenAI and Vertex AI, and connects to file systems and databases. Connector examples include Azure Cloud Storage, PostgreSQL and S3/Minio. Deployment choices span managed cloud, on-premise enterprise and open-source self-hosted editions. Cloud data is encrypted in transit and at rest, and customer data is not used for training. Enterprise editions add controls including SOC 2 Type II, ISO 27001, HIPAA, GDPR with DPA, SSO/SAML and audit logs.
Pricing
The Open Source plan costs nothing and is self-hosted, limited to 1 user, with Slack community support. It is the no-cost route for an individual willing to manage deployment, but it does not provide the larger page allowances of the paid tiers.
Starter (monthly) costs $499 a month, billed Billed monthly, and includes 5,000 pages per month; overages cost $0.10 per page. Starter (annual) costs $416 a month, billed Billed annually, with 60,000 pages per year and the same $0.10 per-page overage. The annual price lowers the monthly rate but commits the buyer to annual billing; both include standard compliance and support.
Growth (monthly) costs $2,249 a month, billed Billed monthly, for 25,000 pages per month, with $0.09 per-page overage. Growth (annual) costs $1,874 a month, billed Billed annually, for 300,000 pages per year at the same overage rate. These tiers suit higher, more predictable throughput; the lower annual monthly rate comes with an annual commitment, and excess volume still adds cost.
Enterprise has custom pricing, billed monthly or annually, with custom pages and overage, SOC 2, GDPR, HIPAA and ISO 27001, plus priority dedicated support. A 14-day trial includes LLMWhisperer Free, Azure OpenAI GPT-4o with 1 million tokens, an embedding model and Postgres Vector DB. Slack community support is listed across plans, while enterprise editions include a dedicated success manager.
Platforms
Unstract is available as a web product, API and self-hosted software, with managed cloud, on-premise enterprise and open-source self-hosted deployment options. That range serves both teams that want a managed service and those that need to operate the system themselves.
Who it's for
Unstract is best suited to teams processing varied documents that need structured extraction, workflow routing and a human review step. The free self-hosted edition can suit a single-user evaluation or small deployment; Starter and Growth are for organizations whose page needs justify the monthly cost, and Enterprise fits those seeking custom capacity and listed compliance controls. It is less compelling for low-volume users who need only occasional parsing, since paid entry plans carry substantial page quotas and monthly prices.
Pros and cons
- Pro: Natural-language extraction can be deployed as APIs or ETL pipelines, connecting document processing to downstream workflows.
- Pro: Human review, approval and validation are built into the workflow, rather than requiring every extraction to be treated as final.
- Pro: Cloud, on-premise and self-hosted options give teams flexibility over deployment.
- Con: The free Open Source edition is limited to one user and self-hosted use.
- Con: Starter and Growth plans have defined page quotas and per-page overage charges, so unpredictable volume can raise costs.
- Con: The 14-day trial has a fixed duration, which may constrain evaluation of longer-running workflows.
Alternatives
Choose super.AI Document if its free Starter allowance of 25,000 credits, 1–3 users and one workspace better fits an initial team rollout. Extend offers a free 10,000-credit allowance and pay-as-you-go pricing of $0.0125 per additional credit with no contract or monthly minimum, making it worth considering when avoiding a fixed monthly commitment matters.
Instabase is another API, self-hosted and web option with a free trial that includes $5 (USD) of usage, or 500 consumption units, and ends when those units are used or after 92 days. ABBYY Vantage is a paid alternative whose subscription determines period, page volume, available skills and feature set.
Parseur may suit a small email-parsing workload: its free plan allows 20 pages per month, one user and 90-day document retention, with unlimited mailboxes and extracted fields. Kudra has a free Starter plan with 100 pages uploaded per month, one custom workflow, one user and 50+ prebuilt extraction templates.
Reducto offers $150 in free usage, pay-as-you-go afterward, up to five Studio seats and no page limits on its Standard plan. OpenText Intelligent Capture is another option to compare.
Browse the Intelligent Document Processing Software, AI Document Processing Software and AI PDF Tools lists for more options.
Verdict
Choose Unstract if you need document extraction tied to deployable workflows, with human validation and a choice of cloud or self-hosted operation. Its strongest case is the combination of flexible deployment and review controls; look elsewhere if your volumes are small or variable enough that paid quotas and per-page overages are hard to justify.
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