Better tools. Stronger investigations. A more accountable record.
Clutch Apps brings the investigative methods behind Clutch Justice into a growing ecosystem of purpose-built technology. From discovering connections and auditing records to documenting court proceedings and monitoring public institutions, every tool is designed to help people find the facts, understand the evidence, and ask better questions.
Six applications. One investigative philosophy.
Complex investigations rarely fit neatly into one workflow. Finding information, evaluating evidence, tracking records, observing institutions, and understanding policy all require different tools. Clutch is building applications that address those challenges individually, with a long-term vision of making them work together.
Clutch Beagle
Beagle is an AI-assisted discovery engine for finding connections across public information. Start with a person, organization, case number, address, domain, or question, and Beagle keeps the trail, the sources, and what is still uncertain. It is the starting point for exploratory research, not a substitute for professional verification.
Built forInvestigators, researchers, journalists, and attorneys
- Public-source discovery
- Grounded discovery briefs
- Entity and relationship identification
- Source-linked findings
- Saved discovery sessions
Full capabilities & roadmap
- Public-source discovery
- Discovery briefs and grounded research summaries
- Entity and relationship identification
- Source-linked findings
- Saved discovery sessions
- AI-assisted questions about collected research
- Reviewable investigative suggestions
- Integration with Clutch Intel planned
Every suggestion Beagle makes is a lead to check, not a conclusion. Verification stays with the investigator.
Clutch Intel
Intel is the investigative intelligence workspace behind Clutch Justice. It turns scattered documents, sources, evidence, timelines, assertions, and relationships into structured investigations, and asks three questions of everything: what do we know, how do we know it, and what remains unverified?
Built forThe Clutch Justice investigative team today; organizational access under consideration
- Investigation and case management
- Evidence organization and source attribution
- Entity and relationship mapping
- Timeline reconstruction
- Assertions and verification tracking
Full capabilities
- Investigation and case management
- Evidence organization and source attribution
- Entity and relationship mapping
- Timeline reconstruction
- Assertions and verification tracking
- Intelligence and research reporting
- Leads and investigative workflows
- Secure tip intake
The Intel workspace is private to the Clutch Justice team and its investigation records are not public. The confidential tip form is the only public part of Intel, and it is separate from those records. Broader organizational access is under consideration.
Clutch CourtWatch
CourtWatch is a structured court observation and accountability platform that turns courtroom experiences into consistent, reviewable information. It includes court-specific surveys for studying access to justice, procedural experiences, and institutional performance, and it keeps a hard line between observations, allegations, evaluations, and verified findings.
Built forCourt observers, researchers, advocates, and journalists. Starting in Michigan, designed to scale nationwide.
- Live courtroom observation
- Structured hearing documentation
- Court, judge, attorney, and case directories
- Observer management and verification
- Configurable surveys and questionnaires
Full capabilities & roadmap
Observation
- Live courtroom observation
- Structured hearing documentation
- Court, judge, attorney, and case directories
- Observer management and verification
Surveys & research
- Configurable surveys and questionnaires
- Experience and procedural fairness research
- Survey analytics and dashboards planned
- Institutional trends and reporting planned
- Integrations with investigative tools planned
An observation is not a fact until it is verified. Observed proceedings may not be a representative sample of all proceedings, and reports say so.
Court observation is already part of The Accountability Network. Michigan volunteers can apply now for the in-person CourtWatch Observer role while the platform is built.
Clutch RecordLab
RecordLab is a planned AI-assisted platform for records requests, records management, and evidence auditing. It is designed to track a request from drafting to production, then audit what came back for integrity and completeness: missing pages, missing attachments, numbering gaps, and conflicting dates. The goal is to audit a production, not just summarize it, with every AI-generated finding reviewable and traceable to its source.
Built forLegal professionals, investigators, journalists, researchers, and organizations
- FOIA and public-records request drafting
- Deadline, fee, and appeal tracking
- Request-to-production comparison
- Missing-page and numbering-gap detection
- Source-linked discrepancies
Planned capabilities
A · Records requests & production management
- FOIA and public-records request drafting
- Agency and custodian tracking
- Request submission and status management
- Deadline and response tracking
- Fee and waiver documentation
- Denial and appeal workflow support
- Organization of responsive productions
- Request-to-production comparison
- Records request history and reporting
B · Evidence & document auditing
- Large document production ingestion
- Document inventory and completeness assessment
- Missing attachments and referenced documents
- Missing-page and numbering-gap identification
- Conflicting statements and dates
- Timeline reconstruction
- Entity and relationship extraction
- Source-linked discrepancies
- Human-review workflows
- Downloadable audit findings
Designed for nationwide use, with room for the differences in public-records laws, deadlines, and procedures between jurisdictions. All features are planned; nothing here is available yet.
Clutch AccountabilityLab
An AI-assisted platform in development to help people evaluate potential attorney and judicial misconduct, identify missing evidence, and prepare organized, professionally formatted disciplinary complaints. It is designed to show which rules may apply and what the documents do and do not support. It does not decide whether misconduct occurred. Users will also be able to opt in, without their names attached, to aggregate public dashboards that track grievance trends and patterns across Michigan.
Built forIndividuals preparing a grievance in Michigan, starting with the Attorney Grievance Commission and the Judicial Tenure Commission
- Attorney and judicial grievance preparation
- Evidence-to-rule analysis
- Personalized evidence checklists
- Professional complaint and exhibit packets
- Notary and filing assistance
Planned capabilities
- Evidence upload and organization
- Evidence-to-rule analysis against verified rules
- Evidence gap analysis and personalized checklists
- Contradiction detection
- Guided grievance preparation
- Exhibit indexes and chronologies
- Printable filing packets and checklists
- Notary and remote online notarization guidance
- Opt-in, anonymous grievance tracking planned
- Public accountability dashboards planned
- Connections to Beagle, RecordLab, and Intel planned
All features are planned; nothing here is available yet. AccountabilityLab is not affiliated with or endorsed by the Attorney Grievance Commission, the Judicial Tenure Commission, or the Michigan Supreme Court, and it does not provide legal advice.
Clutch PolicyLab
PolicyLab is a planned platform for government monitoring, public-policy analysis, and institutional accountability. It is designed to watch what public bodies decide (agendas, minutes, ordinances, contracts, and spending), flag what changes, and then measure what those decisions produce, with public-source citations throughout.
Built forResearchers, universities, advocacy organizations, journalists, government affairs professionals, nonprofits, and public-interest organizations
- Agenda, minutes, and decision tracking
- Contracts and public spending analysis
- Watchlists, change detection, and alerts
- Policy comparison and outcome dashboards
- Exportable, cited policy briefs
Planned capabilities
A · Government & institutional monitoring
- Municipal, county, and state government monitoring
- Public meeting agenda tracking
- Meeting minutes and decision analysis
- Ordinance, legislation, and policy change tracking
- Government contracts and public spending analysis
- Procurement and institutional relationship research
- Watchlists for agencies, bodies, topics, and issues
- Change detection and alerts
- Historical decision tracking
- Public-source citations
B · Policy research & accountability analysis
- Policy comparison and evaluation
- Institutional performance indicators
- Research surveys and structured data collection
- Policy outcome dashboards
- Government accountability reports
- Historical trend analysis
- Geographic and jurisdictional comparisons
- Exportable policy briefs
- Research collaboration
Automated source coverage will depend on the jurisdiction and the public data available there. Court-specific surveys and judicial accountability stay with CourtWatch; PolicyLab covers broader public policy and institutions. All features are planned; nothing here is available yet.
Different tools. Connected intelligence.
An investigation is rarely a straight line. A court observation can raise a records question; an audited production can send you back to discovery. Select an app to see what it contributes and where its planned connections run.
Select an app · arrow keys also work
Beagle discovers leads and public sources.
The first question goes here: who is connected to whom, and where the public record says so.
- →Sends verified leads to Intel
- →Identifies records worth requesting in RecordLab
- ←Takes open questions back from Intel for more discovery
- ←Picks up entities surfaced in a RecordLab audit
RecordLab obtains, organizes, and audits records.
It tracks what was asked for, what came back, and what is missing from it.
- →Sends audited productions and discrepancies to Intel
- ←Receives records targets from Beagle and Intel
- ↔Exchanges public-records sources with PolicyLab
- ←Receives records questions raised by CourtWatch findings
Intel evaluates evidence, connects findings, and builds investigations.
This is where leads, records, and observations become a verified record, or are set aside.
- ←Receives leads, audited records, and observations
- →Sends open questions back to Beagle and RecordLab
- ↔Uses CourtWatch observations as context, never as fact
- →Supports Clutch Justice reporting
CourtWatch contributes structured courtroom observations and court-specific research.
It adds what happens in the courtroom, documented consistently and reviewed before it counts.
- →Shares reviewed observations with Intel
- ↔Exchanges authorized, aggregated data with PolicyLab
- →Raises records questions for RecordLab
- ←Receives court-specific questions from investigations
AccountabilityLab turns documents into an organized, evidence-supported grievance.
It compares documented conduct to potentially applicable rules, flags what is unsupported, and builds the filing packet.
- ←Uses Beagle for public-source discovery
- ←Pulls audited documents and records from RecordLab
- ↔Shares authorized evidence organization with Intel
- ←Draws on CourtWatch observations as context, not proof
- →Feeds opt-in, anonymous grievance data to public dashboards
PolicyLab monitors public institutions and examines their decisions, policies, and measurable outcomes.
It follows decisions beyond the courtroom, then measures the results.
- ↔Exchanges authorized, aggregated data with CourtWatch
- ↔Shares public-records sources with RecordLab
- →Flags institutional changes worth investigating in Intel
- →Gives Beagle new entities to explore
Roadmap note: Cross-application integrations are part of the development roadmap. Individual Clutch applications remain independently useful, and shared access will be governed by permissions, source integrity, and privacy protections.
Built for the work behind the findings.
The hard part of accountability work isn’t usually the conclusion. It’s the hours spent before it: reviewing productions, tracing relationships, reconstructing events, and tracking decisions until the evidence holds up.
Attorneys and litigation teams
Thousands of pages arrive in a production. The real question is what’s missing from it, and whether the dates hold together.
Private and public-interest investigators
One name leads to five entities and three addresses. You need the trail, the sources, and a clear line between what’s confirmed and what’s a hunch.
Investigative journalists and newsrooms
Records requests pile up across agencies with different deadlines, and every fact in the story has to point back to a document.
University researchers
Court and policy studies need consistent, structured data collection and a methodology you can publish.
Government accountability organizations
Decisions get made in packets and minutes nobody reads. Contract amendments and policy revisions slip through between meetings.
Nonprofits and advocacy groups
Volunteers observe, document, and report, and that work has to be consistent and reviewed before it becomes a claim.
Policy researchers and institutional analysts
A policy is adopted in one meeting and its effects show up years later in another jurisdiction’s data. Comparing decisions across places and time, and tying outcomes back to cited sources, is slow work that rewards structure.
Technology should strengthen the investigation, not replace the investigator.
Every Clutch app is built on the same working rules Clutch Justice uses in its own reporting.
- 01Source-first intelligence
Findings start from the record and point back to it. If it can’t be traced to a source, it isn’t a finding.
- 02Human verification and accountable AI
AI suggests, summarizes, and flags. People review, verify, and decide, and every AI output can be checked against its source.
- 03Facts, leads, allegations, and interpretations stay separate
Each is labeled for what it is, so a lead is never mistaken for a conclusion.
- 04Evidence integrity and traceable findings
Provenance and review history travel with the record, so anyone can see how a conclusion was reached.
- 05Privacy and protected information
Source identities, tips, and sensitive records are protected by design and shared only with authorization.
- 06Meaningful analysis instead of automated noise
Fewer alerts, better questions. The tools surface what matters, not everything that changed.
- 07Independent investigative judgment
No sponsor, partner, or algorithm decides what a finding says. Editorial independence applies to the software as much as to the reporting.
Built by an investigator and journalist who has written the requirements, and tested the systems.
Investigative software is only worth using if you can trust how it was made. Here is who is behind Clutch Apps.
- Federal governmentProgram management, Defense Logistics Agency: user requirements and systems testing for a global supply chain
- InvestigationsInvestigative intelligence analyst, Major Case Unit
- JournalismInvestigative journalist; founder and editor-in-chief of Clutch Justice, covering Michigan courts, prosecutors, and public institutions
- EducationM.S., Criminal Justice, Purdue Global · Public Interest Technology certificate, Carnegie Mellon · Doctoral candidate, Doctorate of Human Services, Capella University
Clutch Apps is designed and built by Rita F. Williams, an investigator and investigative journalist, and the founder and editor-in-chief of Clutch Justice. Before she built investigative tools, she worked for the federal government at the Defense Logistics Agency, developing user requirements and testing the systems that support a global supply chain.
That work meant sitting with the people who depend on a system, turning what they actually need into requirements, and then testing whether the finished system delivers before anyone relies on it. When the system moves supplies around the world, “close enough” is not a standard.
Rita brings the same discipline to Clutch. She works as an investigative intelligence analyst, reports on Michigan courts, prosecutors, and public institutions as an investigative journalist. These are the tools she needs for her own cases and reporting, so they are built around how investigations actually run, not around a feature list.
Help shape what’s next.
Clutch is developing these applications incrementally and independently, without venture funding or advertisers with an agenda. If you would test them, research with them, license them, or help fund them, there’s a way in.
Support development
Be there before launch.
Two founding programs for people who want to see these tools exist. When they open, founding supporters will get development updates, preview invitations when previews are ready, and recognition on the supporter wall with their permission.
Beagle Charter Supporter
- Development updates from the build
- Preview invitation when a preview is available
- Charter recognition on the supporter wall, with consent
- Invitations to feedback sessions
Founding CourtWatcher
- Development updates from the build
- Preview invitation when a preview is available
- Founding recognition on the supporter wall, with consent
- Invitations to observer-workflow feedback
Founding support is a contribution to development, not a software purchase. It does not include lifetime or unlimited access, and it does not guarantee specific features or launch dates.
Put your support toward a specific build.
Each milestone is a defined piece of work with a clear deliverable. Funding targets will be published as budgets are finalized. To direct a contribution, note the milestone name with your support.
Research Infrastructure
The foundation that lets Beagle run discovery sessions reliably.
Deliverable: working discovery engine for core starting points
Public-Data Integration
Connect discovery to public records sources so leads start from the record.
Deliverable: first set of connected public data sources
Verification Features
Tools that show where each lead came from and how far it has been checked.
Deliverable: source labels and verification status on every lead
Observation Workflows
The structured forms and checklists observers use in the courtroom.
Deliverable: observation entry, checklists, and review queue
Security, Accessibility & Testing
Independent testing, accessibility fixes, and protections for sensitive material.
Deliverable: security review and accessibility audit with fixes
Public Dashboards
Aggregate, methodology-backed views of what observers document.
Deliverable: first public dashboard with published methodology
Contributions directed to a milestone support that work. If a milestone is fully funded or changes scope, contributions go to the next milestone for the same app.
Support court transparency where you live.
Individuals, organizations, and local businesses can support CourtWatch infrastructure and observation efforts in a specific jurisdiction: observer training materials, platform development for that court, and the work of documenting public proceedings.
- Sponsors cannot determine findings
- Sponsorship does not buy favorable coverage
- Sponsorship does not guarantee ratings or outcomes
- No privileged access to confidential records
- Every sponsorship is publicly disclosed
- Parties, attorneys, judges, and candidates in that court are not eligible
Sponsorship supports infrastructure and observation efforts. It does not guarantee a specific number of observed hearings or reports, which depend on volunteer availability.
For universities, newsrooms, nonprofits, and court transparency initiatives.
Clutch works with journalism schools, legal research groups, civic education organizations, and transparency projects. Some opportunities are available today; others are being developed and are open to early conversation.
Available Now
- Academic practicum placements for students in criminal justice, journalism, social work, and pre-law
- Research and analysis services with defined deliverables
- Case libraries and Lab tools for classroom use
In Development · Open to Conversation
- Organizational access to Clutch apps, including Intel
- Professional pilots of RecordLab, AccountabilityLab, and PolicyLab
- Research collaborations and educational access
- Structured court-observation programs
- Aggregated analytical reports and governed data licensing
Have a tip or documents? Please don’t send case files or confidential material through partnership, sponsorship, or interest emails. Use the secure Clutch Intel tip form instead.
Submit a Confidential TipThe record is only the beginning.
Clutch Justice began with a simple belief: important questions deserve better evidence. Clutch Apps is the next step, turning that investigative philosophy into tools that help others discover, document, analyze, and understand complicated information.