StratEdge Research · Updated October 2026

Data on the operations behind financial compliance

Original benchmarks from public federal data — plus short papers on AI agents built for one high-stakes financial process at a time.

Operator essays live on Insights— kept separate so research stays clean.

Reference · 5 Oct 2026

Bench — a payment rehearsal you can run

Same $4,200 payment. Change the payee and ALLOW becomes ESCALATE. A public reference with the code on GitHub. Not a live product and not a customer result.

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1

fact changed, disposition flips

Founder insight · 5 Oct 2026

The AI Cost Curve Is Breaking — and Open Models Are Why

Vercel’s gateway data split token volume from spend. The essay argues for routing open-weight models to narrow jobs and keeping frontier models for work that needs them. Not a StratEdge savings claim.

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56%

of August gateway tokens, open-weight (Vercel)

Specifications · 2026-10-05

StratEdge specifications

Citeable product models for Workflow Control, RemitBot, CryptOps, ProofAudit, and GuardRoute. Each page has a permanent URL, Markdown, and JSON. These are StratEdge specifications, not industry standards.

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5

live-product specifications

Short paper · Sep 2026

Single-Task Agentic AI for Bank Dispute Resolution

Why a narrow dispute agent beats a general assistant: measurable training, end-to-end case ownership, humans on exceptions, and clear economics for banks.

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1

process · one agent · humans on the tail

2023 plan year

The StratEdge Index

A benchmark of on-time compliance friction across 875,610 Form 5500 filings. On-time filing rates fall from 59% for the smallest plans to 23% for the largest.

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55%

met the original federal deadline

H1 2026 (Jan–Jun, year-to-date)

The StratEdge Credit Union Index

A benchmark of operating friction across 4,299 U.S. credit unions, from NCUA 5300 Call Report data (cycle 6/30/2026). The smallest credit unions spent 80.2¢ of every revenue dollar on overhead — 14.4 points more than $1B+ peers.

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68.4%

of revenue spent on operating overhead (H1 2026)

Q2 2026

The StratEdge Bank Index

A benchmark of operating friction across 4,238 FDIC-insured banks. Institutions under $100M ran at a 76.47% efficiency ratio in Q2 2026, versus 53.74% at banks over $250B — a 22.7-point gap.

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55.38%

industry efficiency ratio (Q2 2026)

Reference architecture

TPA AI Agent Platform — Security & System Design

Tenant isolation, tokenization before prompts, rules engines for money math, dual approval, and hash-chained audit logs—reference design for StratEdge-class distribution platforms.

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5

core security principles

2024 plan yearComing soon

The StratEdge Index — 2024 Edition

The next annual edition will track year-over-year movement in filing timeliness, extension reliance, and audit exposure as the 2024 data set is released.

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