The Responsible AI Framework

AI writes fast. TESSA makes sure it writes well.

Two systems, one continuous loop. VERA:H trains the input. CLARI:TEA audits the output. Together they make AI safe to use in social work and inspection-ready by design.

Why this matters

AI-generated documents can hide what matters most.

AI writes things that look polished and confident. But risk factors get softened. Complexity gets smoothed out. The person's real story gets replaced by something that reads well and says very little.

That is not a prompt problem. It is a practice problem, and prompts alone will not solve it.

The TESSA Framework fixes both ends of the loop: structured input before AI writes, and a quality check after. AI that saves time without compromising professional judgement.

The Solution

Two systems. One continuous loop.

VERA:H trains practitioners to give AI the right input. CLARI:TEA checks the output meets professional standards. Together they form a cycle of safe, improving practice.

The TESSA AI Framework showing the VERA:H training loop on the left (Voice & Validation, Evidence & Ethics, Reason & Responsibility, Attribution & Accountability, Human) and the CLARI:TEA quality assurance system on the right (Context, Legal, Accuracy, Reason, Identity, Traceability and Evidence Assurance)

VERA:H

Training embedded in practice.

Before AI writes anything, the practitioner works through five checkpoints: whose Voice, what Evidence, what Reasoning, who is Accountable, and what only a Human can do. Built into the workflow, not a course people forget by Friday.

CLARI:TEA

Quality assurance after AI writes.

CLARI:TEA reviews every output against the legislative and professional domains that matter: Context, Legal, Accuracy, Reason, Identity, Traceability and Evidence Assurance. It flags where a practitioner needs to look again. A second pair of eyes, built into the process.

The Framework in Action

153 staff. Zero governance. 12 weeks to compliance.

How Future Families, a Midlands fostering agency, used the TESSA Framework to roll out Microsoft Copilot safely, with bespoke governance and measurable practice impact.

Ready when you are

Let's have a conversation.

Thirty minutes. No pitch. Just an honest look at where your team sits with AI and what would help.