Quantiphi: AI Engineering and Analytics

AI-first digital engineering company specializing in enterprise document processing, generative AI, and AWS-native intelligent document processing (IDP) through QDox and Dociphi platforms.

Overview

Quantiphi is an AI-first digital engineering company, founded in 2013, running two distinct IDP product lines: QDox, an AWS-native generative AI document processing platform covering 100+ pre-trained document models, and Dociphi, a vertical specialist targeting insurance and financial services compliance workflows. QDox operates as horizontal infrastructure; Dociphi provides workflow-specific applications built on top of that foundation. Quantiphi has not publicly explained how the two platforms share underlying models or integrate at the platform level.

Co-founder Asif Hasan has anchored the company's positioning around a single premise: 90% of enterprise data remains unstructured, and collecting it without operationalizing it creates no value. That framing has attracted institutional backing. Quantiphi was included in Multiples' $430 million continuation vehicle as one of three "trophy assets," with HarbourVest Partners and Hamilton Lane among the investors.

In March 2026, HFS Research named Quantiphi in its Challenger Series for operationalizing a Technology Services-as-Software (TSaaS) model that ties commercial value to measurable outcomes rather than effort hours. HFS Practice Leader Hansa Iyengar stated: "What stands out about Quantiphi is its attempt to operationalize Services-as-Software through its Technology Services-as-Software model, which combines platform-led delivery with commercial constructs that tie value to measurable outcomes rather than effort." This positions Quantiphi against both traditional consulting firms and pure-play IDP vendors that rely on per-document or per-transaction pricing.

In February 2026, ISG named Quantiphi a Leader in the 2025 ISG Provider Lens AWS Ecosystem Partners Report for both the U.S. and U.K. in the AWS Enterprise Data Modernization and AI Services quadrant, with QDox and the agentic AI platform baioniq explicitly cited as differentiators. The same report positions Quantiphi as a Rising Star in APAC and a Product Challenger in the AWS Professional Services quadrant (U.S.). ISG discloses no numeric scores or market share figures. No customer names, case studies, or adoption figures for QDox or Dociphi appear in the public record beyond the Arkansas Department of Health deployment as of April 2026.

How Quantiphi processes documents

Quantiphi's document processing architecture splits across two platforms with different technical foundations and target buyers.

QDox is the AWS-native IDP platform, available on AWS Marketplace and deployed through Amazon Bedrock with AgentCore. It processes structured, semi-structured, and unstructured documents across 100+ pre-trained models spanning banking, healthcare, insurance, government, retail, and education. Document types include student transcripts, invoices, medical prescriptions, citizen forms, and legal documents. The platform ingests documents via email, FTP/SFTP, bulk upload, QR code scanning, Amazon S3 bucket integration, and direct database integration.

Under the hood, QDox uses Amazon Textract as its OCR engine and Amazon Comprehend or custom models for document classification, according to the AWS APN Blog. Jim Keller, AWS Global CEO at Quantiphi, described the platform's positioning in July 2023: "QDox is a deep learning-based solution capable of comprehending structured, semi-structured, and unstructured documents across various templates. Because of its deep learning backend, QDox is far more advanced than the optical character recognition (OCR) of the 1990s and early 2000s." The Developer Tool Suite and pre-built components reduce development time by 70% without compromising accuracy, according to the AWS Marketplace listing. Pricing is custom, delivered as a private offer through AWS Marketplace based on specific requirements.

A second USPTO patent strengthens QDox's IP position. In May 2025, Quantiphi received a Notice of Allowance for application US20250005007A1, titled "System and Method for Processing One or More Electronic Documents for Enhanced Search" (filed June 2023). The patent covers data analysis and extraction across large volumes of electronic documents without data corruption or loss.

Dociphi is the vertical IDP application, built for insurance and financial services document workflows. Its core differentiator is a three-way document comparison screen, protected by a USPTO patent granted January 15, 2026. The screen simultaneously displays multiple document versions alongside an AI-generated comparison view, maps each extracted entity back to its contextual location in the original file, and routes discrepancies through a human-in-the-loop (HITL) workflow. The platform is template-free and continuously learns through user feedback loops. The patent creates a licensing and litigation option that pure-software IDP competitors without equivalent IP cannot easily replicate.

Both platforms sit within a broader agentic AI strategy. Quantiphi distinguishes between autonomous agents and chatbots, positioning baioniq as its enterprise agentic AI layer deployed alongside QDox on Bedrock with AgentCore. The Codeaira platform industrializes delivery and automates execution as part of the TSaaS model.

Use cases

Healthcare and public sector

The Arkansas Department of Health deployment is Quantiphi's most documented production case. QDox processes approximately 20,000 monthly clinical laboratory reports from multiple laboratories with varying formats, automatically classifying reports and extracting laboratory test name, result, and sending facility name while reducing manual intervention. The deployment operates under HIPAA compliance with data encryption at rest and in transit. Quantiphi holds HITRUST certification for data security and governance practices, a non-negotiable requirement for healthcare IDP deployments that competitors without this certification cannot match.

Insurance

Dociphi's patented comparison screen targets three named insurance workflows: quote comparison, policy review, and claims discrepancy detection. The HITL architecture addresses version drift in multi-party insurance documents, where small discrepancies between policy versions create downstream compliance exposure. Quantiphi is recognized among key players in the AI insurance market, which SNS Insider projects to reach $59.50 billion by 2033 at a 27.32% compound annual growth rate.

Financial services

Dociphi's named financial services workflows span underwriting intake, claims adjudication, bordereaux processing, and regulatory reporting. The bordereaux use case, reconciling premium and claims data across Lloyd's-style delegated authority structures, is a document-intensive process where multi-version comparison and audit trails carry direct compliance value. Global Head of BFSI Srikant Venkatesh describes the platform's goal as "consistency, audit readiness and scalability across the entire document ecosystem," though turnaround time and cost reduction figures remain unquantified in public materials.

Enterprise data modernization

QDox targets the horizontal layer: enterprises that need to operationalize unstructured data at scale before vertical workflow automation becomes viable. Managing Director Jim Keller identifies the core problem as "the chasm between where organizations are with their data readiness and quality, versus where they need to be." Quantiphi's data readiness assessment and AI scaling services address organizations stuck between pilot projects and production deployment, which the company positions as its primary enterprise entry point.

Marketing content creation

The Qreator platform, a separate generative AI marketing content creation service launched in late 2025, operates outside the IDP stack. It delivers 30% reduction in content creation time and 40% faster time-to-market for marketing workflows, though no customer names accompany these figures.

European expansion and design capability

In March 2026, Quantiphi acquired Candyspace, a London-based digital product agency whose client roster includes ITV, Rolls-Royce, Mazda, MS Now, and The Royal Mint. The acquisition expands Quantiphi's presence in U.K. and European markets and adds human-centered AI design capabilities across Financial Services, Healthcare, Retail, Telecom, Media and Entertainment, Automotive, and Manufacturing verticals. TH Global Capital advised Quantiphi on the transaction.

The strategic logic is straightforward: QDox provides extraction accuracy; Candyspace provides the design and user experience layer that determines whether enterprise users actually adopt the output. Co-founder Reghu Hariharan framed it as: "Bringing together our capabilities, we are not just advancing technology — we are humanizing AI." Matt Simpson, Managing Director of Candyspace, noted the combined entity can now "create experiences that were once impossible — products that see, learn and respond in real time." The combined entity focuses on Generative AI, Conversational AI, Agentic AI, Computer Vision, and Natural Language Understanding.

Technical specifications

Resources

• Official Website
• QDox on AWS Marketplace
• ISG Provider Lens AWS Ecosystem Partners Report: Leader Recognition (Feb 2026)
• HFS Challenger Series Recognition (Mar 2026)
• HFS Research Challenger Profile
• Candyspace Acquisition Announcement (Mar 2026)
• Dociphi USPTO Patent Grant: PRNewswire (Jan 2026)
• Dociphi Patent: ECM Connection Coverage
• QDox Patent Notice of Allowance (May 2025)
• Arkansas Department of Health QDox Deployment: AWS APN Blog (Jul 2023)
• AWS Partnership: Qreator Use Case
• Asif Hasan on Unstructured Data: TechRadar
• Jim Keller on Data Readiness: Digital Journal
• Multiples Continuation Vehicle: LiveMint

Company information

Marlborough, United States. Founded 2013.

Web: https://quantiphi.com

Quantiphi operates as an AWS Premier Global Consulting Partner and GenAIIC Partner Innovation Alliance member. The company is backed through Multiples' $430 million continuation vehicle alongside institutional investors HarbourVest Partners and Hamilton Lane. A Responsible AI Committee provides governance oversight across its AI product portfolio. The March 2026 acquisition of Candyspace extends the company's delivery footprint into the U.K. and Europe.

For context on the AWS ecosystem Quantiphi operates within, see Amazon Textract and Caylent. For vertical IDP competitors in insurance and financial services, see Indico Data, Convr, and SortSpoke. For a broader view of generative AI document processing approaches, see the Document AI with LLMs guide.