Clutch Justice — Institutional Forensics

Something in this file
doesn’t add up.
Find out before it costs you.

When records conflict, timelines don’t hold, or a case feels wrong before anyone can say exactly why, that gap is where cases fall apart. I identify where the record breaks — before a decision, a filing, or a hearing turns it into a problem you can’t undo.

Start a Rapid File Review — $150–$250 48-hour turnaround · Written findings · No intake call required
Rapid File Review
$150 – $250 flat fee · 48-hour turnaround · Written findings delivered

Send your documents. I read the record, flag what doesn’t hold, and tell you what it means. You get a written findings brief — inconsistencies identified, gaps noted, and a clear read on whether you have a real problem or a manageable one. This is the fastest way to know what you’re actually looking at.

Step 01
Send your documents and a one-paragraph description of the situation
Step 02
Scope confirmed and flat rate agreed. Payment collected before work begins
Step 03
Written findings brief delivered within 48 hours. Gaps, flags, and a clear read
Start Your File Review Paid before work begins · Confidential · Response within one business day

Signs the record isn’t holding up.


You don’t need to be able to name the problem to know something is off. These are the situations where a file review changes what happens next.

The timeline doesn’t make sense
Dates conflict across documents. Sequence of events can’t be reconstructed from what’s in the file. Something happened in the wrong order.
Documents contradict each other
What one record says doesn’t match another. Different versions of the same document exist. Signatures, dates, or figures don’t align.
Something is missing that should be there
A record that should exist isn’t in the file. A required step wasn’t documented. The absence itself is the problem.
The story keeps changing
Statements, filings, or accounts shift across time and you can’t pin down what the actual record says versus what someone is claiming it says.
Something feels off before court or a claim decision
You’re about to make a move — a filing, a payment, a settlement — and the record you’re relying on doesn’t feel solid. You need to know before you commit.
Records across systems don’t match
What the court system shows, what the agency produced, and what the documents say are three different things. Someone’s record is wrong.
By the time it’s visible, it’s already expensive. Most people discover record problems in litigation, in a failed claim, or after a decision that can’t be reversed. A file review costs $150–$250. Finding out at the wrong moment costs far more than that.

Three tiers. One purpose: tell you what the record actually says.


All engagements are paid before work begins. All produce written deliverables. No verbal summaries, no vague impressions — documented findings you can act on or hand to counsel.

B. Deep Analysis — Full Record Review
$750 – $3,500+ · Custom scope · Written findings report
What you get: a complete review of the institutional record — timeline reconstructed, contradictions mapped, exposure identified, findings documented to hold under scrutiny.

For matters where a quick scan isn’t enough. I review the full record, identify where and how it breaks, and deliver a written findings report built for litigation or publication. This is what you hand to counsel when you need the groundwork done before the clock starts running on their time.

Has produced a Michigan Supreme Court remand. Has predated formal institutional action by months.

Start a Case Analysis
What’s Included
  • Full case file forensic review
  • Timeline reconstruction from source documents
  • Cross-document contradiction mapping
  • Procedural gap and failure identification
  • Pre-litigation institutional exposure assessment
  • Written findings report built to hold under scrutiny
  • Attorney-ready intake file (case structuring track)
C. Advisory and Ongoing Support — Firms and Organizations
From $2,500 project · From $3,000/month retained
What you get: ongoing pattern recognition, institutional monitoring, and strategic advisory for organizations with a continuous pipeline of risk exposure.

For litigation finance teams, SIU departments, law firms, and civil rights organizations that can’t afford to work from unreliable records. Scoped project work or retained advisory, structured around your pipeline.

Also available: Legal AI and court systems domain consultation, product red-teaming, training data quality review, and expert framing for legal reform advocacy.

Request Enterprise Scope
Engagement Structures
  • Project-based — scoped deliverables, fixed timeline
  • Retained advisory — from $3,000/month
  • Pre-investment case screening (litigation finance)
  • Procedural abuse signature identification
  • FOIA strategy, drafting, and appeal support
  • Legal AI domain advisory and red-teaming
  • Expert framing and report authorship
Instant Access · No Intake Required
Need it today, not in five days?
Pre-built Judicial History Analysis Reports on high-volume Michigan judges. Instant PDF download. No intake form. No scheduling. Starting at $149.

What this methodology actually produced.


These are not summaries of the work. They are the specific structural failures identified, and what happened when the analysis was right before the institution caught up.

Institutional Forensics · Michigan Courts
Judge Kirsten Hartig — Pattern identification before JTC formal action

What was broken: A sitting judge’s conduct pattern — docket anomalies, procedural irregularities, accountability gaps — was not yet on the Judicial Tenure Commission’s formal record. Every proceeding before this bench was accumulating reversible error. Parties had no documented basis to challenge outcomes or seek recusal because the pattern hadn’t been structured as evidence.

How the analysis worked: Primary-source document review identified the pattern across cases. The analysis mapped how individual procedural failures formed a recognizable signature when read across the full docket — invisible case by case, visible in aggregate.

Result: Clutch Justice published the pattern analysis months before JTC formal action. Affected parties had a documented, source-anchored record before institutional acknowledgment arrived. The investigation was right before the institution caught up.
Statistical Analysis · Barry County
Conviction rate anomaly — statistical foundation before Michigan Supreme Court remand

What was broken: Barry County conviction and sentencing data contained anomalies that were invisible in standard case review and only visible in cross-jurisdictional statistical comparison. Affected parties lacked any statistical basis to challenge outcomes that appeared procedurally valid but were anomalous at the population level.

How the analysis worked: SQL-based cross-jurisdictional analysis identified distributions inconsistent with comparable Michigan counties. The pattern was not opinion — it was documented in counts, rates, and comparisons sourced directly from court data.

Result: The Clutch Justice analysis predated the Michigan Supreme Court remand. The court’s action validated the statistical pattern. Affected parties had a sourced, quantified basis to challenge outcomes before institutional action confirmed the problem.

Three vantage points. Published results.


Rita F. Williams · Founder, Clutch Justice
Federal program management. Active litigation. Investigative desk.

12 years as a GS-13/14 Supply Systems Analyst at the Defense Logistics Agency — data standards, interoperability, and enterprise governance across a $200B+ supply chain. That’s where I learned to read systems for what they do, not what they claim to do.

Since 2022: independent investigative accountability platform focused on Michigan courts, sentencing policy, prosecutorial conduct, and judicial fitness. Published analysis that predated formal institutional action. One Michigan Supreme Court remand traceable to the investigative record.

I am not adjacent to institutional dysfunction. I have been inside a federal agency, inside active district court proceedings, and inside an investigative desk — and I have the receipts. That vantage point is what you are hiring.

DLA · GS-13/14 · 2011–2023 MS Criminal Justice · Purdue Global Public Interest Technology · CMU Heinz SQL · Python · LLM Workflow Development Michigan HB 4045 Listed Supporter · 2026

If your file isn’t making sense,
don’t guess.

Start with a Rapid File Review. Know what you actually have before the decision, the filing, or the moment when getting it wrong becomes expensive.

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