Insights · Updated October 2026

AI infrastructure for the operations that actually run finance

Notes from the StratEdge team on workflow control, LLM capacity inside real processes, and why auditability matters when AI recommends the next step.

Pair essays with original research and Form 5500 benchmarks.

Founder insight · October 5, 2026

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

Open-weight models took most of the token volume on Vercel’s gateway and a small share of the spend. A routing argument, not a product pitch. Canonical page is on Research.

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Related research & benchmarks

Single-task agentic AI for bank disputes

Why a narrow dispute agent beats a general assistant — research, economics, and human exceptions.

TPA AI platform security reference

Tenant isolation, rules engines, dual control, and hash-chained audit design.

The StratEdge Index

On-time filing friction across 875k+ Form 5500 filings (2023 plan year).

Credit Union Index

NCUA Call Report operating overhead benchmark (H1 2026).

Credit union spreadsheet workflows

Control layer migration without a core conversion project.

NCUA examination document readiness

Vendor diligence and Needs Attention before exam week — not regulatory advice.

TPA document tracking

T-minus calendar and roles before Form 5500 season peaks.

Year-round TPA benefits ops

Sponsor and recordkeeper handoffs beyond filing season.

Accounting firm document tracking

Client request checklist for tax, audit, and advisory seasons.

Plan sponsor document accountability

Sponsor governance checklist for benefits document cycles — not ERISA advice.

Recordkeeper census handoffs

Census and payroll reconciliation checklist for retirement plan operations.

CU supervisory committee documents

Committee request-and-evidence checklist for credit union governance — not regulatory advice.

TPA plan audit support

Audit PBC and multi-party evidence checklist for TPAs — not ERISA or audit advice.

Plan fiduciary committee evidence

Committee governance and vendor diligence checklist for sponsors — not ERISA or investment advice.

Open enrollment document coordination

Enrollment kits, carrier evidence, and payroll alignment for sponsors and TPAs — not benefits advice.

Distribution and rollover coordination

Distribution requests, rollover evidence, and tax handoffs — not ERISA or tax advice.

Plan loan documentation coordination

Loan requests, promissory notes, and payroll repayment evidence — not ERISA or legal advice.

Plan QDRO documentation coordination

QDRO intake, court orders, and alternate-payee payments — not ERISA or legal advice.

Full index: StratEdge Research.

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