For heads of learning & teaching
How do we accelerate learning with AI?
Detection never worked. Proctoring is impractical.
Let's find out how students are actually learning, AI included.
Workings shows how students made the work. You see where AI sped up learning, and where it did the learning for them.
Privacy for the student.
Clarity for pedagogy.
Currently planning pilots in UK and Australia
For business
Bring out the best in human and AI work.
Currently piloting · Creative agency · London
Beyond detection and proctoring
Four questions Workings answers.
Long-form written work
How did this actually come together?
How did this thesis, essay, or research paper actually come together? Students attach a verifiable record of their process - drafting, sourcing, revising, AI use. You assess the work and the workings.
Exams & assessments
Can you trust a take-home exam?
Take-home and open-book exams without invasive proctoring. A tamper-evident record of the session sits with the student. If integrity is ever questioned, the evidence is there. If it isn't, no one ever looks at it.
Productivity insights
How does this student really work?
Private feedback to students on their own research-to-writing ratios, revision patterns, and deep-work stretches. They see how they actually learn, and build better habits without waiting for a grade.
Evolving AI & policy
How are students actually using AI?
Opt-in aggregate and anonymised insight into how your students actually use AI across all tools - not what your policy assumes. Redesign assessment with evidence, not anecdote.
Pilot with us
Run a pilot this semester. See the work, not just the output.
We work with academic-integrity teams, faculty, and IT to deploy Workings to specific cohorts or assessments. Most pilots run a semester, are opt-in for students, and don't require changes to your existing assessment design.
Talk to our team- ✓Opt-in for students - no mandate, no surveillance
- ✓No detection - verifiable process evidence, not accusations
- ✓Direct line to engineering during the pilot
- ✓Anonymised institutional insight on student AI use
- ✓Staff training and report interpretation included
Applications
The cryptographically sealed body of evidence of how work is made has a wide range of applications for business.
Defensible Records
- Establish inventorship and provenance for IP and patents by generating a timestamped, tamper-evident record of how the work was created.
- Substantiate R&D tax claims by maintaining a contemporaneous record of who did the work and when.
- Defend against claims that confidential information was misappropriated by showing that work was independently developed.
- Resolve client billing disputes by showing what was done, when, and how long it took.
- Support PI insurance negotiations by maintaining a defensible workflow audit trail.
- Demonstrate continuous supervision of AI use by junior and support staff (for legal firms) with a tool that makes AI use clearly identifiable.
Trusted Work
- Catch AI hallucinations, errors, and unsupported claims before they reach a client, by seeing where AI was used and whether it was checked.
- Understand how a piece of work came together: which collaborators shaped which parts, and where the thinking happened.
- Run honest retrospectives on a real record of how work was produced, rather than reconstructed memory.
- Build a clearer working relationship with contractors: they show their workings, you have a shared basis for trusting the output.
Leaner Operations
- Optimise AI use across the business by understanding where it is working well and where it is not.
- Eliminate subscriptions for applications no one uses by understanding which tools staff actually use.
- Streamline recruitment by reducing spam and understanding how applications were constructed.
- Improve staff efficiency with a tool that lets them search their entire workflow history instantly: find any document, message, or webpage seen or worked on.
Proven Pitches
- Certify to clients that your AI use policy was followed for their deliverables, by working with us to create an assessable AI use policy.
- Differentiate pitches by showing prospective clients your process is verifiable, not just stated.
- Demonstrate the human craft behind a deliverable to clients who need to know it wasn't AI-generated.
For business
See how Workings fits your AI policy.
A short call with our team - we'll walk through reports, policy use-cases, and what a pilot looks like, whether it's for your own team or the clients you advise.
Book a demo