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Secure document processing for defence operations.

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Streamline financial workflows with secure, data-driven insights.

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Automate claims auditing and enhance customer experience.

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Simplify case work and boost operational efficiency.

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HIPAA-compliant processing for clinical documents.

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Intelligent document processing for educational institutions.

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Case Study

How Insurance Uses Akro to Accelerate Claims Review

Document intelligence and agentic knowledge infrastructure as the foundation for defensible, AI-powered claims handling.

“Solving document processing was a prerequisite for everything that followed. But the real value came when our adjusters could ask questions and get cited answers in seconds.”

5,400+
avg. pages per commercial claim file
150–200
active claims per adjuster
16x
faster claim file review
From fragmented documents to cited decisions
1
Ingest
Policies, endorsements, notes,
invoices, images, emails
2
Structure
Multi-modal extraction preserving
clauses, tables, hierarchy
3
Ground
Bounding-box provenance for
every extracted data point
4
Reason
Agentic knowledge layer answers
questions, generates reports
5
Decide
Cited recommendations for coverage,
liability, and next steps
1
Ingest
2
Structure
3
Ground
4
Reason
5
Decide
Policies, endorsements, notes, invoices, images, emails
Multi-modal extraction preserving clauses, tables, hierarchy
Bounding-box provenance for every extracted data point
Agentic knowledge layer answers questions, generates reports
Cited recommendations for coverage, liability, and next steps
The Problem

Operational Overload in Claims Handling

Insurance claims teams are operating at unsustainable capacity. A single insurance adjuster may manage well over a hundred active claims concurrently, and caseloads continue to rise as claim complexity increases.

A typical commercial claim is not a single document. It is an evolving corpus of heterogeneous data: PDFs, handwritten notes, spreadsheets, scanned diagrams, photos, email chains, and third-party assessments — arriving asynchronously and rarely structured in a consistent way.

Before Akro, adjusters manually collated, annotated, and summarised source materials prior to any model query — and even then, the answers lacked specificity. Hours were consumed every day before any real decision-making could begin.

Industry Challenge

Ineffective Digital Transformation

Many insurance companies are building in-house AI teams to modernise claims handling — integrating frontier models like ChatGPT or Gemini into internal systems.

Even after significant investment, outputs remain generic because the underlying documents are not properly structured. And even when document processing is solved, most insurers lack the agentic layer required to turn structured data into actionable recommendations, automated reports, and real-time answers.

The Solution

Why Akro?

Akro delivers two tightly integrated capabilities: state-of-the-art document processing and an agentic data intelligence layer that transforms structured data into actionable knowledge.

On the processing side, Akro demonstrates leading performance on modern data extraction benchmarks — particularly across complex multimodal documents combining text, tables, forms, and visual layouts — while remaining cost-efficient at production scale.

On the intelligence side, Akro's agentic knowledge layer enables adjusters to interrogate claims data conversationally, generate structured reports on demand, receive coverage and liability recommendations grounded in cited source material, and automate routine analytical workflows.

The entire platform deploys fully within the client's infrastructure for complete data sovereignty.

Capabilities

What This Enables

Rapid Claim Synthesis

Thousands of pages condensed into a coherent, navigable view highlighting key entities, events, and exposures.

Coverage Verification

Policy clauses and endorsements automatically surfaced and linked directly to claim evidence.

Fraud & Inconsistency Detection

Discrepancies across documents, timelines, and submitted evidence flagged with cited sources.

Natural Language Investigation

Query the entire claim file conversationally — receive answers grounded in cited source documents.

Automated Report Generation

Structured claim summaries, coverage analyses, and liability assessments generated on demand.

Actionable Recommendations

AI-driven recommendations for coverage positions, reserve estimates, and next steps.

Weeks
to deployment and measurable impact
100%
data sovereignty — fully on-premises
Every output
anchored to bounding-box citation
On demand
cited reports and recommendations
Adjuster Experience

What Changed on the Ground

Within weeks of deployment, clients reported significant reductions in time spent manually reviewing documents and assembling claim summaries.

  • →Review complex claims faster with structured, navigable claim views
  • →Generate structured claim reports and coverage analyses on demand
  • →Receive AI-driven recommendations grounded in cited policy and claim evidence
  • →Improve consistency of claim assessments across the team
  • →Maintain full auditability for regulatory and legal review

Most importantly, insurers focus on judgement and decision-making — rather than spending hours locating information buried across large claim files.

What Comes Next

Foundational for Intelligent Claims Operations

Solving document intelligence and deploying agentic knowledge does more than accelerate claims review. It creates the foundation required for higher-level AI capabilities across insurance operations.

Once claims data is structured and the intelligence layer is in place, insurers can deploy AI workflows for portfolio analytics, claim quality monitoring, automated reporting, and proactive risk identification.

Ready to see Akro in your claims environment?

Contact us to arrange a technical demonstration using your own document types.

Request a Demo
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