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How our AI works

AI agents run the workflow. People make the decisions.

This page is our contract with you: what the agents do, what they do not do, who checks their work, what happens to your data, and how we test.

What the agents do

The workflow, at every stage

Six stages carry a project from the first look at a site to live generation. At every one, the agents prepare an output. At none of them do they take a decision.

Prequalify

An address or a business name resolves to a site and is checked against viability criteria, with a clear verdict and the reasons for it.

Assess

The property assessed from aerial imagery, with the detail a design depends on.

Design

A complete, hardware-agnostic system design produced for the site, with the energy and financial modelling behind it.

Grid connection

G98 and G99 applications prepared across all fourteen GB licence areas, with the supporting documentation, ready for a person to review and submit.

Deliver

A delivery-ready project package, the same record for every stakeholder.

Monitor

Deployed sites monitored, with commissioning records and reporting kept current.

The agents, working

Watch the workflow run, and a person sign it off.

Agents at work

5 agents · 3 tool calls · 1 decision · 1 review

Agents

  • Lead triageAuto
  • Yield modellerAuto
  • ProposalAuto
  • DNO routerExt
  • ComplianceGate

Tool calls

3 of 16 cap

  1. Handoff · Lead triage20s ago

    New commercial enquiry received, triage starting

  2. Tool call · Lead triage138 ms · 18s ago

    Company registry lookup

  3. Result · Lead triage16s ago

    Matched an active company, commercial sector

  4. Decision · Lead triagethreshold 60 · residential 18 · 14s ago

    Screening score 82, qualified

  5. Handoff · Yield modeller12s ago

    Handed to the yield modeller for a remote assessment

  6. Tool call · Yield modeller206 ms · 10s ago

    Read roof geometry, model yield through the loss chain

  7. Confidence · Yield modeller8s ago

    Year 1 generation, modelled

    P10 135 MWhP50 146 MWhP90 157 MWh
  8. Tool call · Proposal6s ago

    Size and price the system, render the proposal pack

  9. Result · Proposal4s ago

    160 kWp designed, proposal prepared

  10. Guardrail · Proposal2s ago

    Send blocked by policy, routed to the verified contact instead

  11. Human review · Compliancenow

    Commercial terms need a countersignature before the deal commits

Approved, added to the record.Reviewer

Illustrative demonstration with fictional data.

What they do not do

Honest limits

A system you can trust is one that knows where it stops. These are the lines ours does not cross.

They do not submit anything on their own

Grid applications, certification paperwork and anything a customer signs are prepared for human review, not sent by the system. Every output that feeds a regulated or contractual step waits for a person.

They do not take commercial decisions

No contract terms, no approval of a proposal a customer will rely on. The agents prepare the work; the decision to issue it belongs to a person.

They do not replace the qualified people the process requires

Structural sign-off, witness testing and certification remain human responsibilities, carried out by the qualified people the process has always required.

They do not claim certainty they do not have

Where inputs are thin, the output says so, and the work routes to a person instead of passing downstream as if it were sound.

Human oversight

Who checks what, and when

Oversight is built into the workflow, not added at the end. Reviewers, engineers and the delivery team each have a defined point where the work waits for them.

Before anything regulated leaves the building

A person reviews every grid application and every certification document before submission.

Before a customer sees a number

Designs and proposals are reviewed before they are issued.

When the system is unsure

Low-confidence outputs are flagged and routed to a person rather than passed downstream.

Continuously

Reviewer corrections feed the checks every future release must pass. How we test, below, describes the practice.

Your data

Plain promises

No small print doing the heavy lifting. What you give us is treated the way you would expect, and here is what that means.

Your data remains yours

The site, consumption and commercial data you give us is used to do the work you asked for.

Confidentiality

Your commercial information is not shared with other customers, or with third parties beyond what delivering the work requires.

Protection

Encryption in transit and at rest, access limited to the people who need it, and no more data collected than the work needs.

When you leave

Retention and deletion follow the agreement you signed, and your data does not quietly stay behind.

For the full security posture, see Trust and security.

How we test

Evaluation as practice

Testing here is not a scoreboard. It is a discipline with a cadence and a consequence: nothing ships that has not earned it.

Every change is evaluated before it ships

Changes are checked against known sites and expected outputs before they reach the work.

Outputs are sampled and reviewed

By people who know what a good one looks like, as a matter of routine rather than exception.

Failures become test cases

When a reviewer corrects an output, the correction joins the checks every future release must pass.

The bar moves in one direction

A check, once added, stays. The standard a release must clear only ever rises.

Ask us the hard questions

Bring a site and your scepticism. We will walk the workflow on it, show you where the agents stop and the people step in, and you leave with a view on it.