What Fragment does

Fragment (legal name Fragment Data Technologies) is a San Francisco-based, privately held company building AI agents that autonomously resolve exception-heavy procurement workflows within customers' existing enterprise systems. The company's technical foundation is the Autonomous Context Engine (ACE), a proprietary semantic context layer that connects to ERP environments such as SAP and Ariba, MES platforms, supplier portals, spreadsheets, contracts, and email without requiring data migration. On top of ACE, Fragment deploys agentic workflows that handle source-to-pay processes including invoice exception resolution, PO amendments, change orders, duplicate invoice detection, tax hold resolution, GL coding, supplier master data, RFQ processing, credit and rebate management, and maverick spend detection. The company claims customers see 50% reduction in exceptions within the first few weeks of deployment and reach a steady state where 90%+ of exceptions are processed without human intervention, with an average of $5-10M in labor costs eliminated per customer.

The company was founded in 2025 by Pranav Mulgund and Naveen Kashyap. Mulgund brings a manufacturing and supply chain background and previously scaled products at Zoom; Kashyap previously scaled a unicorn applied-AI platform. Fragment targets enterprise procurement operations, Global Business Services and shared services teams as the primary segment, with secondary go-to-market into Private Equity portfolio companies and a use-case vertical emphasis on manufacturing. The business model is outcome-based: customers pay only when exception volume drops, with no per-seat fees, no implementation fees, and no long-term contract required to start. Distribution is direct enterprise field sales with demo-based qualification; the company operates no self-serve or product-led growth motion and uses a content-driven marketing program (a dedicated procurement wiki and blog) for top-of-funnel demand generation.

The product portfolio comprises the core ACE platform, the Workflows product line that assembles agentic automations from plain-language process descriptions, and a catalog of domain-specific use-case automations published as individual product pages. Fragment does not publicly disclose funding rounds, revenue, ARR, customer logos, or employee count beyond the 11-50 band.

Name

Fragment

Legal name

Fragment Data Technologies

Website

https://fragment.ai

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

11–50 employees

Short description

Fragment builds AI agents that autonomously resolve procurement exceptions such as invoice mismatches, PO amendments, and supplier disputes inside customers' existing SAP, Ariba, and MES systems via its proprietary Autonomous Context Engine (ACE). It serves enterprise procurement operations and PE portfolio companies on outcome-based pricing.

Ownership category

akta.pro rank

Product category

Procurement Automation Software

NAICS

Custom Computer Programming Services (541511)

SIC

Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)

akta.pro secondary industries

AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), Generative AI & LLM Solutions Services (RAG, Agents, Copilots) (BPAEAHAG)

Keywords

• Procurement automation software
• Accounts payable automation
• AI agent platform
• Source-to-pay workflows
• Invoice exception resolution

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Outcome-Based Pricing: Customers pay for outcomes - specifically when exception volume drops. No per-seat pricing, no implementation fees, no long-term contracts required to start. Fragment's commercial model is structurally aligned so that the company only profits when customer exceptions go to zero.

Pricing tiers

Go-to-market motion2 records

Distribution channels1 record

Marketing channels5 records

Core offering

Fragment builds AI agent software that autonomously resolves exception-heavy procurement workflows such as invoice exceptions, PO mismatches, supplier disputes, tax holds, and GL coding. The product is anchored by its proprietary Autonomous Context Engine (ACE), a semantic context layer that connects to existing enterprise systems (ERP, MES, spreadsheets, supplier portals, contracts, email) without data migration, then deploys agents that reason and act deterministically within the customer's system of record. Customers access the platform via direct enterprise sales and consume it through outcome-based pricing.

Product overview

Fragment is a procurement automation platform built around its Autonomous Context Engine (ACE) - a semantic context layer that connects to existing enterprise systems (ERP, MES, supplier portals, contracts, email) without data migration. On top of ACE, Fragment deploys AI agents that autonomously resolve procurement exceptions across source-to-pay workflows including invoice matching, PO amendments, change orders, tax holds, and supplier onboarding. The platform processes 90%+ of exceptions without human intervention, with customers seeing $5-10M in labor costs eliminated. Fragment operates exclusively within customers' existing SAP or Ariba environments, charging for outcomes rather than seats. The product portfolio includes the core ACE platform, agentic workflow automation, and domain-specific automation workflows for procurement and accounts payable operations.

Differentiator

Problem solved

Functional benefit

Brands

• Autonomous Context Engine (ACE): The first semantic context layer that constructs a reliability layer across ERP, MES, spreadsheets, supplier portals, and team's institutional knowledge. This layer enables agents to reason and act without moving or migrating any data.

Products and services

• Autonomous Context Engine (ACE) Foundational semantic context layer that connects to existing data sources (ERP, MES, spreadsheets, supplier portals, contracts, email) and constructs a reliability layer across all systems, enabling AI agents to reason and act using institutional and tribal knowledge without data migration.
• Workflows Agentic workflow automation for source-to-pay processes. AI agents autonomously handle exception workflows including PO amendments, invoice mismatches, supplier onboarding, payment holds, and other high-volume exception handling, targeting the highest-friction steps in procurement.
• Requisition-to-PO Conversion Automation Automates conversion of purchase requisitions to purchase orders, addressing manual PR-to-PO entry with high error rates, slow cycle times, and buyers working around the process.
• Change Order Management Automation Handles high-volume PO amendments where analysts cross-reference MRP data and chase suppliers, processing thousands of change orders daily.
• Invoice Exception Resolution Automation AI agents resolve thousands of 3-way match exceptions daily, each costing $10-50 and requiring analyst judgment. Agents cross-reference PO history, contracts, and receipts to clear holds autonomously.
• Duplicate Invoice Detection Automation Detects duplicate invoices by checking beyond standard invoice number matching, examining payment history and supplier patterns to identify the duplicates that standard checks miss.
• Tax Hold and Withholding Resolution Automation AI agents cross-reference supplier tax records, invoice jurisdictions, and withholding rules to automatically clear 60-80% of tax holds that are resolvable with data that already exists in customer systems.
• GL Coding and Cost Allocation Automation Automates general ledger coding and cost allocation for invoices, reducing manual GL coding errors that surface at close as budget variances and correction entries.
• RFQ Process Automation Automates RFQ package assembly, supplier response chasing, and quote re-formatting - work that causes buyers to lose 40-60% of their time.
• Supplier Master Data Automation Manages supplier master data including duplicate records, stale details, and expired certifications that quietly generate downstream exceptions.
• Credit and Rebate Management Automation Tracks credits and rebates (often managed in spreadsheets) and connects them to payment runs where they matter.
• Maverick Spend and Contract Leakage Detection Proactively detects off-contract spend that surfaces at quarterly review, identifying maverick buying and contract leakage before money is already spent.

Quantifiable outcome

• $5-10M average labor costs eliminated per customer
• +3 more outcomes

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability5 records

Feature3 records

Scale indicators5 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Tonkean: Procurement orchestration platform that uses AI agents and workflows to automate intake, supplier onboarding, and source-to-pay processes. Directly comparable to Fragment as a horizontal-but-procurement-anchored agentic automation vendor selling into enterprise procurement leaders.
• Pactum AI: Autonomous AI agent platform focused on supplier negotiations and procurement spend. Comparable to Fragment because it sells outcome-oriented AI agents that act inside the customer's existing procurement systems without rip-and-replace.
• Laven: AI-agent platform purpose-built for procurement operations including invoice exceptions, PO matching, and supplier master data. Closest functional competitor to Fragment on the agentic exception-resolution wedge inside source-to-pay.
• Stampli: AP automation and invoice management platform with collaborative AI-assisted invoice handling. Directly comparable to Fragment's invoice-exception and AP workflow automations, particularly the autonomous 3-way-match and tax-hold resolution use cases.
• Tipalti: End-to-end payables automation platform handling invoice processing, supplier onboarding, tax compliance, and payments. Comparable as a workflow automation suite inside AP/procurement, though more vertically integrated than Fragment's layer-on-top approach.
• Ramp: Spend management and AP automation platform with AI-driven transaction coding, bill pay, and procurement workflows. Comparable as a fast-growing AI-native procurement/finance automation vendor competing for the same enterprise budget line items Fragment targets.
• Brex: Corporate card and spend management platform with embedded AI agents for AP, procurement, and expense automation. Comparable as a horizontal finance-ops automation vendor competing for enterprise procurement and AP dollars with AI-native workflows.

Broad incumbents

• UiPath: Established RPA and agentic automation incumbent with broad enterprise workflow coverage including procurement and finance. Comparable as a much larger competitor pursuing the same 'autonomous agents inside existing systems' narrative with deeper install base and capital.
• Coupa: Enterprise spend management and procurement platform with embedded AI for invoice matching, supplier management, and source-to-pay. Comparable as the dominant incumbent whose installed base Fragment targets, and which could absorb agentic exception-resolution capabilities natively.

Emerging players

• Hyperscience: AI-driven document and workflow automation platform that processes unstructured enterprise data (invoices, claims, forms) with high accuracy. Comparable to Fragment as an enterprise AI automation vendor, though focused more on document ingestion than cross-system procurement reasoning.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/fragmentdata
• LinkedInlinkedin.com/company/fragment-data-technologies

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds

Investors

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 Fragment