Correct Payments. Fewer Lawsuits. Accurate Claims.

Are inaccurate claims costing you lawsuits? Are your payouts too high — or too low? We help insurers and health plans fix the data, correct the payments, and stop the cases piling up.

0
% of Claims Disputed
0B
Lost to Incorrect Payments
0
% Reduction in Claims Leakage

The Stakes Have Never Been Higher

Inaccurate claims data leads to wrong payments. Wrong payments lead to lawsuits. Lawsuits cost millions — and the cycle keeps accelerating. The margin for error is zero.

Your CEO wants AI. Your CIO says it's not ready. You're stuck in the middle.

The disconnect between ambition and execution doesn't just stall projects — it produces inaccurate systems that pay wrong amounts, generate disputes, and expose your organization to litigation.

The Challenge

Fix the process, not just the symptoms.

We build feedback loops against your production claims data and a disciplined iteration process that catches inaccuracies early and corrects them — fewer wrong payments, fewer disputes, fewer lawsuits, every cycle.

The Solution
Use Cases

Architectural Patterns for High-Velocity Industries

Battle-tested frameworks delivering measurable ROI in insurance, health services, and regulated enterprises — focused on claims accuracy, correct payments, and reducing litigation exposure.

$87B+
Lost annually to improper payments (CMS, FY2024)
Insurance & P&C

Autonomous Claims Orchestration

End-to-end automation of First Notice of Fault (FNOF) with AI-powered data validation. Reduces processing time from weeks to minutes while ensuring every payment amount is accurate before release.

  • Intelligent document processing with >99% accuracy
  • Automated payment validation against policy terms and coverage limits
  • Pre-payment accuracy checks to prevent disputes and litigation
50%
Faster Processing
40%
Cost Reduction
Processing Claim #8492...
FNOF: AUTO-VALIDATED
PAYMENT ACCURACY: 99.2%
96%
Accuracy
2.3s
Response
0
HIPAA Violations
Health Services

Health Claims Integrity Engine

AI-powered validation of medical claims against procedure codes, provider history, and patient records. Catches incorrect coding, payment discrepancies, and compliance gaps before they become lawsuits — while maintaining full HIPAA compliance.

  • Semantic analysis of clinical notes for coding accuracy
  • Payment amount verification against procedure and coverage data
  • Cross validation of data from multiple sources
$2.4M
Avg. Monthly Savings
99.9%
Uptime SLA
Enterprise Architecture

Convergent Architecture

A simple, repeatable architecture that solves current problems first. Fast feedback loops against production data surface errors immediately. Every component is idempotent and easy to change — so your systems converge on accuracy with every iteration.

  • Fast feedback loops wired to production data
  • Simple, idempotent components that are easy to change
  • Solve current problems first, iterate continuously
Simple
By Design
9x
Faster Iteration Cycle
CA
Feedback Loop: Active CONVERGENCE: 99.1%
Methodology

The Tachyon Approach

Know what's going on. Build the pipeline. Then iterate until the numbers converge. Three phases, no complexity for its own sake.

1

Instrument

You can't fix what you can't see. We connect to your production systems and surface the data that shows where claims go wrong, payments drift, and errors compound.

  • Production data visibility
  • Error pattern identification
  • Payment drift detection
2

First Loop

We build a simple, repeatable pipeline to catch and correct inaccuracies — idempotent by design, easy to change, and wired to your live data.

  • Simple, idempotent pipeline
  • Wired to live production data
  • Easy to change, easy to extend
3

Converge

Run the loop. Every cycle catches more errors, corrects more payments, and reduces your exposure. The system gets more accurate over time, not more complex.

  • Continuous accuracy improvement
  • Fewer errors every cycle
  • Reduced litigation exposure

Measurable Impact at Enterprise Scale

Our implementations don't just modernize — they transform P&L statements. Organizations using our claims accuracy frameworks see fewer disputed payments, reduced litigation costs, and measurably lower loss ratios.

01

Claims Accuracy

Increase payment accuracy to 99%+ through AI-powered data validation and cross-referencing

02

Claims Velocity

Straight-through processing for 90% of validated claims — correct payments faster, reducing operational overhead by 40%

03

Architecture Governance

Data integrity frameworks reducing manual compliance rework by 30% while enabling 9x faster deployment cycles

ROI Timeline
18-Month Payback
5-Year NPV
$12.4M
Year 1 $2.1M
Year 2 $4.8M
Year 3 $8.2M
Year 5 (Projected) $15.7M
Based on mid-tier P&C insurer ($500M annual claims) Verified by Deloitte Research

Ready to Accelerate?

Every inaccurate payment is a potential lawsuit. Every data gap is money lost. Let's discuss how Tachyon Tech can fix your claims accuracy, correct your payments, and reduce your litigation exposure.

All inquiries are protected under NDA. Response within 24 hours.

[email protected] Based in Dublin, Ireland Serving Global Enterprises