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PRANINNOVATIONSProduction Specialists

How we work

Nothing gets quoted before someone has been to the site

The same sequence whether it is one inspection cell or a multi-site program. What changes is the number of phases, not the discipline.

Schematic of an engagement: scattered inputs resolving into a structured system, then into steady operating output, with a feedback path returning

How an engagement runs

  1. Step 01

    Look before quoting

    A four-week AI Pilot at a fixed price: workshops with the people doing the work, an inventory of the data or footage you hold, and working software against a real slice of it. For vision work this includes a site survey.

  2. Step 02

    Agree what working means

    Accuracy, latency, throughput and uptime written as numbers, with the method for measuring each. Scope is frozen against those figures before build starts.

  3. Step 03

    Build in phases

    Each phase ends in something you can use, deployed in your environment and reviewed with your team. Written weekly reporting on scope, progress and risk throughout.

  4. Step 04

    Commission and prove

    Hardware installed and integrated where relevant, then a supervised run in shadow mode. The result against the agreed thresholds is published whether it passes or not.

  5. Step 05

    Hand over or operate

    Runbooks, training and full assignment of source, weights and datasets — or we stay on under an operations agreement.

Pilot plan

What four weeks actually looks like

The AI Pilot, week by week. Fixed price, and the acceptance criteria are signed before week two starts.

  1. Week 1

    Scope and sign

    Workshops, data review, and a site survey where the work is physical. Acceptance criteria agreed in writing before anything is built.

  2. Week 2–3

    Build

    Working software against a real slice of the problem, on your data, reviewed with your team mid-way.

  3. Week 4

    Evaluate

    Tested against the criteria from week one, with the method and the held-out set documented.

  4. Readout

    The recommendation

    The result, a costed path to production, and a clear call. Including do-not-proceed, which we have given before.

Visibility

Written reporting, not a status meeting

Every week: what changed, what it measured, and the decision we need from you.

  • • Work completed and work opened, with links to the change
  • • Current measured accuracy against the agreed threshold
  • • Deployments, commissioning steps and anything reverted
  • • Blockers, and the decision we need from you to clear them
weekly-report · phase 2 · week 04
# PranInnovations · weekly progress
phase build (2 of 4) · cell-01 inspection
target >= 99.0% detection, <= 20 ms decision
measured 99.4% detection · 12 ms decision
open tool-witness class below threshold
commissioning camera + enclosure mounted, PLC pending
next bench test OPC UA write path
blocker need change window for controls team

Start with a call, then a costed plan

Thirty minutes on the problem, the site and the constraints. If it looks like a fit, the next step is a four-week AI Pilot at a fixed price, with acceptance criteria signed before any code is written.