We design and build AI and automation for organisations that will be asked how it works. Routine steps are automated, AI judgement is constrained, decisions about meaning stay with your people, and every output carries a full audit trail.
Trust is not a feature added at the end. The Responsive framework designs each automation so that a sceptical person can ask these questions and get a specific answer: determine who decides what, demonstrate it works, document what happened.
01 · Determine
What is it allowed to do?
Automate the effort. Constrain the AI. Escalate the interpretation.
Routine, rule-based steps are fully automated. Where AI judgement is used it is tightly constrained: closed sets of outputs, independent runs that vote, adversarial testing, and a defined way to say “this does not fit”. Decisions about meaning go to your people, by design.
02 · Demonstrate
How do you know it is good enough?
Judged against expert golden sets, with every figure carrying a confidence interval.
Anything involving judgement is tested against work your experts produced by hand, using a proper statistical framework rather than raw percentage agreement. We improve it until it matches that standard, and we publish what it has and has not been tested on.
03 · Document
What happened in this case?
An audit trail for everything.
Every output comes with a full record from raw data to result: each transformation, each automated judgement and each human decision. Any figure or quote can be traced back to the source behind it.
Governance runs through all three
Before work starts we agree and write down where data is processed, who can see it, how long it is kept, whether any AI service may retain or learn from it, and which decisions need a named person's approval.
Not a replacement for your peopleThey design, interpret and stand behind the work.
Not autonomous end to endEvery process has points where a person decides.
Not a black boxIf we cannot show how an output was made, we do not deliver it.
Not a platform to buyA method that travels with you. The tests and records are yours.
We find where automation genuinely saves time, then build it with the controls above: deterministic steps automated, AI constrained, people deciding what matters.
Process & workflow automation
LLM & agent integration
Data pipeline automation
Internal tools & copilots
Validation & evidence
Independent testing of automation that involves judgement, whether yours or a supplier's. We build the golden set with your experts and tell you, with proper statistics, whether it is good enough.
Golden sets built from expert work
Chance-corrected agreement with confidence intervals
Sample-size planning
Adversarial testing & re-testing on change
Audit trail & governance
Audit trails and the documentation that organisations are asked for, produced as a by-product of the work rather than reconstructed afterwards.
Audit-trail design
Trust sheets for each automation
Risk & impact assessment input
Regulatory alignment (UK GDPR, EU AI Act, UK guidance)
Web products & deployment
The delivery layer: design, build and ship fast, modern websites and web apps, deployed on resilient, low-maintenance infrastructure.
Product design & full-stack build
Static & dynamic web apps
Cloudflare deployment & hosting
Performance, SEO & maintenance
Public sector
Built for organisations that answer for their decisions
Public bodies are asked to show their working: to auditors, to the people affected, sometimes to a court. We design automation, and the evidence around it, with that reader in mind.
Responsive Data Solutions is a UK company, registered in England & Wales, working on automation that can be explained, tested and traced. Alongside client consulting, we design, build and run our own suite of web products, a practical way of staying close to the tools and techniques we advise on, from AI-assisted research tooling to civic tech.
Get in touch
Start with one process
If there is a process you would like to automate, or an automation you have been asked to explain, tell us about it.