Fixed-price data reliability and AI-validation services.

Defined scope, fixed price, fast turnaround, and human-accountable review on every deliverable.

What we do

Five focused services, each a single unit at one flat price. Every unit has clear limits — work past those limits is simply scoped as additional units, quoted up front.

Data Reliability Check

Error-rate and exception analysis on data, documents, or AI output.

What's covered in one unit

Up to 5,000 rows or 500 documents (5 pages or fewer each); sample verification up to 200 items.

$2,000 flat per unit

Two-Source Reconciliation

Discrepancies between two files or systems, identified and documented.

What's covered in one unit

Up to 2,000 records per source, two sources, one method, one pass.

$2,000 flat per unit

Requirements & Completeness Check

Documents checked against a defined standard — e.g., proposal compliance matrices.

What's covered in one unit

Up to 100 documents and up to 25 requirements.

$2,000 flat per unit

Independent AI Output Audit

Accuracy and failure-mode review of AI or generated output.

What's covered in one unit

Up to 500 outputs, sample verification up to 200, one model and one use case.

$2,000 flat per unit

Structured Data Conversion

Messy records turned into validated structured data with a change log.

What's covered in one unit

Up to 250 documents (5 pages or fewer each) or 3,000 rows, up to 15 fields, one format, one pass.

$2,000 flat per unit

How it works

How the work gets done

Every deliverable runs through a multi-model validation pipeline plus a named human sign-off. Several models cross-check each analytical step, and a person is accountable for the result that reaches you — so you get speed and accountability, not one without the other.

Fixed scope, fixed price, no surprises

Every unit has clear limits and a set price, so you know exactly what you're getting and what it costs before we begin. If a job runs past a unit's limits, that's simply additional units, quoted up front and never billed as a surprise. That discipline is what keeps turnaround fast and pricing predictable.

About

Steven Wayne Hazlehurst founded SWH Consultants after 20+ years across telecommunications operations (AT&T, Verizon), federal program administration (USDA Farm Service Agency), and higher-education administration. He holds an MBA and a career built on records integrity and data accuracy. SWH pairs that operator's eye with a disciplined multi-model validation process, so every deliverable carries both speed and a named person accountable for the result.

UEI H17YYKAHH2M9 · CAGE 20GX9 · SAM registered · Valdosta, GA · remote nationwide

Request a quote or send a sample

Send a short note about what you'd like checked — and attach a sample if you have one. We'll confirm scope and fit, then quote it.

Email steve@swhconsultants.com