What Structora.ai does

Structora.ai is a Dallas-based private SaaS company that operates an enterprise document data extraction platform targeting legal and financial document workflows. The company's core product is a five-stage pipeline (Ingest → Classify → Extract → Validate → Deliver) that converts unstructured legal and financial documents—credit agreements, ISDAs, M&A diligence sets, lease portfolios, SEC filings, fund reports, and KYC packets—into validated, machine-readable structured data with span-level citations and auditable per-field confidence scores. The platform emphasizes schema-first extraction using customer-defined JSON Schemas (with 200+ pre-built schemas covering legal and financial domains), a deterministic cross-document validation rules engine for reconciling exhibits, schedules, and amendments, and deployment flexibility including VPC, on-prem, and air-gapped options for regulated environments.

The company monetizes through a tiered subscription model: Team ($3,500/month, up to 5,000 documents, billed annually), Business ($14,000/month, up to 50,000 documents, monthly), and Enterprise (custom pricing from $250k ARR with unlimited documents, multi-year contracts). Add-on services include Schema Studio (concierge schema design with two-week turnaround), Reviewer Seats (dual-control compliance workflow), and a self-hosted annual license option. The go-to-market combines enterprise field sales with a product-led pilot program (free two-week sandbox with 5-10 representative documents and 48-hour setup). Named enterprise customers span private credit (Halcyon Capital), legal operations (Atlas Legal, Crestline LLP), banking (Meridian Trust), insurance/reinsurance (Bridgeport Re), and public company investor relations (Northstar Industries). Structora holds SOC 2 Type II and ISO 27001 certifications and reports having processed 14M+ documents and 2.1B pages with 99.4% field-level accuracy on validated production schemas.

Name

Structora.ai

Legal name

Structora.ai

Website

https://structora.ai

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

1–10 employees

Short description

Structora.ai is a Dallas-based enterprise SaaS platform that converts unstructured legal and financial documents—credit agreements, leases, SEC filings, fund reports—into validated, machine-readable structured data using a five-stage AI extraction pipeline with span-level citations, cross-document validation, and enterprise deployment options for regulated buyers.

Ownership category

akta.pro rank

Product category

Document Intelligence Software

NAICS

Software Publishers (51321), Software Publishers (5132), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)

SIC

Services-Prepackaged Software (7372), Services-Computer Processing & Data Preparation (7374), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

OCR, ICR & Intelligent Document Processing (IDP) (BPAAAKAB)

akta.pro secondary industries

Data Extraction & Structuring (Invoices, POs, Receipts, KYC) (BPAAAKAF), Document Capture, Scanning, OCR/ICR & Intelligent Document Processing (IDP) (HDAEAGAD), Claims Data Capture, Indexing & Document Management (BPAAAFAB)

Keywords

• Document data extraction
• Legal document AI
• Financial document processing
• OCR pipeline software
• Structured data extraction

Headquarters

HQ city

Dallas

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

1. Subscription - Document volume-based tiers: Monthly or annual subscription based on document processing volume. Three tiers: Team ($3,500/month for 5,000 docs), Business ($14,000/month for 50,000 docs), and Enterprise (custom pricing from $250k ARR with unlimited documents). Volume discounts available on Business tier scaling to 250k docs/month.
2. Usage-based enterprise: Enterprise tier uses usage-based pricing beyond committed tiers. Additional services including Schema Studio concierge design and Reviewer Seats available as add-ons. Self-hosted annual license option for VPC or on-prem deployments.
3. Professional services - Schema Studio: Concierge schema design service with solutions team. Two-week turnaround on net-new document types with acceptance testing. Additional revenue stream for custom implementation support.

Pricing tiers

Go-to-market motion3 records

Distribution channels4 records

Marketing channels4 records

Core offering

Structora.ai sells an enterprise document data extraction platform that converts unstructured legal and financial documents (credit agreements, leases, SEC filings, fund reports) into validated, machine-readable structured data. The core offering is a five-stage pipeline (Ingest, Classify, Extract, Validate, Deliver) with span-level citations, cross-document reconciliation, and SOC 2 Type II / ISO 27001 compliant deployment options including cloud, VPC, on-prem, and air-gapped.

Product overview

Structora.ai is an enterprise document data extraction platform built as a unified pipeline with supporting services. The core product is the five-stage Document Data Pipeline (Ingest → Classify → Extract → Validate → Deliver) that converts unstructured legal and financial documents into validated, machine-readable data with citations and audit trails. This is complemented by Schema Studio (concierge schema design) and Reviewer Seats (dual-control workflow add-on). Commercial access is provided through three pricing tiers: Team (up to 5,000 docs/month, 3 schemas), Business (up to 50,000 docs/month, unlimited schemas), and Enterprise (unlimited volume, VPC/on-prem deployment).

Differentiator

Problem solved

Functional benefit

Quantifiable outcome

• 94% reduction in manual review time
• +8 more outcomes

Named customers6 records

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration8 records

AI capability7 records

Feature6 records

Partnerships

Six partnerships are on record, tiered core.

• SnowflakecoreTechnology or IntegrationNative connector integration for direct table push to Snowflake data warehouse. Enables seamless delivery of extracted structured document data into Snowflake for downstream analytics and reporting.
• DatabrickscoreTechnology or IntegrationNative connector for Delta Lake integration. Supports delivery of structured document data to Databricks for lakehouse architecture deployments.
• Amazon S3 / Google Cloud StoragecoreTechnology or IntegrationS3 and GCS connectors for Parquet and JSONL file delivery. Enables standard cloud object storage ingestion of extracted document data.
• iManagecoreTechnology or IntegrationNative connector for iManage Workspaces and metadata. Supports legal document management system integration for law firm deployments.
• NetDocumentscoreTechnology or IntegrationNative connector for NetDocuments profile fields. Supports cloud-based legal document management integration.
• SharePointcoreTechnology or IntegrationConnector for SharePoint Lists and Libraries. Enables delivery of extracted document data to Microsoft 365 SharePoint environments.

Scale indicators14 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Spellbook: AI copilot for lawyers that drafts, reviews, and extracts data from contracts — directly comparable to Structora's legal document processing and redline-aware clause analysis.
• Kira Systems (Litera): Machine-learning contract review and clause extraction platform widely used by law firms and corporate legal departments — one of the closest legacy comparables to Structora's legal schema-first extraction.
• Rossum: Intelligent document processing platform focused on invoices, purchase orders, and business documents — comparable to Structora's OCR + extraction + validation pipeline, particularly for back-office document workflows.
• Luminance: Enterprise legal-AI platform specializing in document review, contract analysis, and clause extraction for law firms and regulated buyers — directly comparable to Structora's legal-document extraction and redline-aware workflows.
• Hebbia: AI knowledge worker for financial services that ingests large document sets (filings, credit memos, CIMs) and returns structured answers — directly comparable to Structora's financial-vertical extraction and citation-backed Q&A.
• Robin AI: AI contract review and drafting tool built on top of foundation models for in-house legal teams — comparable to Structora's legal-document extraction and redline awareness.
• Harvey: AI platform for law firms and in-house legal teams covering document analysis, drafting, and due diligence across large PDF sets — overlaps Structora's legal-segment use cases including M&A diligence and contract review.
• Hyperscience: Enterprise document processing and IDP platform that turns unstructured documents into structured data with high accuracy — comparable to Structora's multi-stage pipeline and enterprise deployment posture.
• Evisort (Ironclad): Contract intelligence and AI-driven extraction platform for legal and procurement teams, now part of Ironclad; competes directly with Structora on contract data extraction, clause identification, and enterprise legal workflows.

Broad incumbents

• ABBYY: Long-established OCR and intelligent document processing vendor serving legal, financial, and enterprise workflows — comparable to Structora's OCR and extraction layer, though with a broader horizontal focus and larger installed base.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat6 records

Key risks5 records

Key highlights6 records

Customer concentration

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds2 records

Investors1 record

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Structora.ai