Haystac

What Haystac does

Haystac is a privately-held Intelligent Document Processing (IDP) company that builds a containerized AI platform for regulated enterprises in banking, insurance, healthcare, and government. The company's core offering, the OmniSuite pipeline, comprises four independently deployable products — Chicago (classification), Nashville (multi-modal extraction), Orion (grounded RAG with citations), and Polaris (workflow automation, scheduled April 2026) — that together form a Sort · Extract · Answer · Act sequence. Underlying technology includes Domain-Specific Language Models (DSLMs), a Multi-Modal Transformer architecture combining LLMs with visual recognition, and RAG/Graph RAG with line-level source attribution to eliminate hallucinations. The platform is engineered to run entirely behind customer firewalls (on-premises, private cloud, or hybrid) with NIST 800-53 alignment, FedRAMP High certification, and HIPAA compliance delivered out of the box.

Haystac was founded by veterans of the companies that defined each previous IDP generation — Anthony Macciola (ex-ABBYY CIO, ex-Kofax CTO), Barak Tsivkin (ex-ILOG, ex-Solaris), and Eli Zukovsky (ex-Sapiens co-founder) — with the team collectively holding 170+ patents. Supporting services include the patent-pending Document Correlation Service (DCS) for visual document separation, the Document Transformation Service (DTS) for high-performance OCR/ICR, and the Document Parsing Service (DPS) for structured, semi-structured, and unstructured document extraction. Disclosed performance benchmarks include 94% straight-through processing, 280ms median latency, 98% classification confidence, and scale from 500K to 50M+ pages annually, with customer-reported outcomes of up to 80% reduction in document processing time.

Haystac monetizes through partner-led platform licensing and multi-year subscriptions, going to market exclusively through VARs, OEMs, and BPOs already operating inside regulated environments. Partners handle deployment and customer relationships while Haystac supplies the platform; pricing is scoped per environment, document volume, and use case and is not publicly disclosed. The company is privately held with no disclosed external institutional investors beyond Solaris Ventures (two rounds dated 2011 and 2017 with declared amounts of $0), suggesting founder-financed operations. The four primary verticals — banking/financial services, insurance, healthcare, and government — are anchored by use cases such as loan files, KYC packets, SAR reports, claims processing with SIU fraud detection, HIPAA-protected patient charts, and FedRAMP-aligned FOIA and benefits adjudication.

Name

Haystac

Legal name

Haystac

Website

https://haystac.com

Company type

Private

Founded year

2011

Operating status

Operating

Headcount range

11–50 employees

Short description

Haystac is a privately-held Intelligent Document Processing platform that deploys containerized Domain-Specific Language Models behind customer firewalls for regulated enterprises in banking, insurance, healthcare, and government.

Ownership category

akta.pro rank

Product category

Intelligent Document Processing (IDP) Software

NAICS

Software Publishers (5132), Custom Computer Programming Services (541511)

SIC

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

akta.pro primary industry

Intelligent Document Processing (IDP) & OCR Automation (HDAEAHAC)

akta.pro secondary industries

Document Capture, Scanning, OCR/ICR & Intelligent Document Processing (IDP) (HDAEAGAD), iBPMS (Intelligent BPM Suites) & Process Automation Suites (HDAEAHAG)

Keywords

• Intelligent document processing
• Domain-specific language models
• Containerized AI platform
• Regulated enterprise automation
• Multi-modal document extraction

Headquarters

HQ city

Newton Highlands

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, Operations, Infrastructure

Revenue model

1. Platform Licensing/Subscription: Partner-led licensing model where Haystac provides the AI platform and partners handle deployment. Pricing is scoped to customer environment, document volume, and use cases. Deployment options include on-premises, private cloud (AWS/Azure/GCP), and hybrid models.

Pricing tiers

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

Haystac sells a containerized intelligent document processing (IDP) software platform that classifies, extracts, answers questions from, and routes action on unstructured enterprise documents inside the customer's own firewall. The OmniSuite pipeline — Chicago (classify), Nashville (extract), Orion (answer), and Polaris (act) — runs domain-specific language models trained on regulated-industry corpora (banking, insurance, healthcare, government) without sending any data outside the customer environment. The platform is delivered via partner-led deployment (VARs, OEMs, BPOs) and integrated with existing ECM/CRM/ERP systems through REST APIs.

Product overview

Haystac is an Intelligent Document Processing (IDP) platform for regulated enterprises offering a modular, containerized architecture. The core OmniSuite Pipeline comprises four independently deployable products: Chicago (document classification), Nashville (multi-modal extraction), Orion (grounded RAG Q&A), and Polaris (workflow automation). Together they form a Sort · Extract · Answer · Act pipeline. Additional offerings include Domain-Specific Intelligence (DSLMs for regulated industries) and Containerized AI (on-premises/hybrid deployment). Supporting services include Document Correlation Service (DCS), Document Transformation Service (DTS), and Document Parsing Service (DPS). All solutions deploy behind the customer firewall with NIST 800-53 compliance.

Differentiator

Problem solved

Functional benefit

Brands

• OmniSuite: The company's pipeline platform combining four products: Chicago (classify), Nashville (extract), Orion (answer), and Polaris (act) for end-to-end document processing automation.
• AI-Ready-Content
• Document Correlation Service (DCS)
• Document Transformation Service (DTS)
• Document Parsing Service (DPS)

Products and services

• OmniSuite Pipeline Fully containerized AI platform with four independently deployable products (Chicago, Nashville, Orion, Polaris) forming an end-to-end pipeline that classifies, extracts, answers, and routes documents behind the customer firewall for regulated industries.
• Chicago Document classifier that classifies and routes inbound documents by meaning, not templates, used for mailroom triage, claims intake, and case file classification with 98% confidence scoring.
• Nashville Multi-modal parser that extracts fields, tables, and handwriting from forms, irregular layouts, and mixed batches without OCR brittleness, outputting structured JSON.
• Orion Grounded RAG product providing answers from enterprise documents with audit-ready citations, reducing hallucination by constraining responses to retrieved content with line-level source attribution.
• Polaris Workflow automation product that triggers downstream workflow actions including approve, route, escalate, and generate functions, routing work to appropriate handlers with a full audit trail.
• Haystac Containerized AI Fully containerized AI deployment option enabling on-premises, private cloud, or hybrid deployment behind the customer firewall, with no SaaS dependencies and no outbound connectivity required.
• Haystac Domain-Specific Intelligence Domain-specific language models (DSLMs) trained on industry-specific content for healthcare, insurance, banking, and government, enabling controlled, explainable AI within regulated environments.
• Document Correlation Service (DCS) AI-powered document separation and classification service using custom language models and a few-shot classification framework, with zero-setup initiative for automated digital mailroom deployments.
• Document Transformation Service (DTS) OCR/ICR service providing high-performance (3-5 pages/second) document digitization with machine print and handprint recognition, generating full-text searchable PDFs or dynamic JSON output.
• Document Parsing Service (DPS) Document parsing and extraction service using language models for structured forms (W2, tax returns, claims), semi-structured documents (invoices, receipts), and unstructured documents (leases, contracts).

Quantifiable outcome

• 94% straight-through processing rate with 6% escalated to humans
• +6 more outcomes

Named customers4 records

Segments5 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability11 records

Feature7 records

Partnerships

One partnership is on record.

• VARs, OEMs, and BPOs (Unnamed Partners)coreChannel Partner/ Reseller/ DistributorHaystac goes to market through partners — VARs, OEMs, and BPOs already operating inside regulated environments. They handle the deployment while Haystac handles the platform. Partners selling and deploying Haystac's IDP solutions to federal/defense, top-tier banks, insurers, health systems, regional banks, and mature enterprises.

Scale indicators6 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Hyperscience: Hyperscience is a direct IDP peer offering ML-based document classification and extraction for regulated industries including insurance and financial services. Both target back-office automation with proprietary AI models and compete on accuracy and straight-through-processing rates.
• Rossum: Rossum is a direct IDP peer providing AI-driven document extraction and processing for enterprise workflows, with strong penetration in logistics, insurance, and finance. Both compete on accuracy for unstructured documents and on time-to-value vs. template-based legacy OCR.
• Tungsten Automation (formerly Kofax): Tungsten Automation (Kofax) is a direct IDP competitor whose former CTO (Macciola) is now Haystac's CEO. Both serve banks, insurers, and government with capture, classification, and process automation; Tungsten is the larger incumbent with broader workflow suite.
• Indico Data: Indico Data is a direct IDP peer offering AI-based document understanding for insurance and financial services, focused on unstructured content with a no-template model. Both target regulated-industry document workflows with proprietary ML rather than rules-based OCR.
• ABBYY: ABBYY is a direct IDP competitor whose former CIO (Anthony Macciola) is now Haystac's CEO. Both target document classification, extraction, and capture for regulated enterprises with overlapping product positioning in OCR/ICR and intelligent document processing.

Broad incumbents

• UiPath: UiPath is a broad incumbent in process automation and intelligent document understanding within its RPA suite. It overlaps with Haystac's Polaris workflow-automation ambitions and competes for budget on end-to-end document-to-action automation in regulated enterprises.
• Google Cloud Document AI: Google Cloud Document AI is a broad incumbent providing pre-trained and custom document processing models inside Google Cloud. It overlaps with Haystac's extraction and classification capabilities but lacks the on-premises containerized regulated-industry posture.
• Appian: Appian is a broad incumbent low-code process automation platform with embedded intelligent document processing for regulated industries. It overlaps with Haystac's BPM/workflow automation positioning and competes for case-management and compliance-driven document workflows.
• Amazon Web Services (Textract): AWS Textract is a broad incumbent OCR and document-extraction service integrated into the AWS ecosystem. It overlaps with Haystac's extraction and parsing capabilities and competes for the same regulated-industry RFPs via the AWS GovCloud and enterprise channel.
• Microsoft (Document Intelligence / Azure Form Recognizer): Microsoft's Document Intelligence (formerly Form Recognizer) is a broad incumbent offering prebuilt and custom document AI models as part of Azure. While not specializing in on-prem DSLMs, it competes for the same IDP budget at regulated enterprises and bundles into broader Azure AI estates.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights6 records

Customer concentration

• YouTubeyoutube.com/@haystac
• LinkedInlinkedin.com/company/2758827

Compliance3 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles11 records

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 Haystac