Fictional example

What a useful decision brief looks like

This example is fictional. It illustrates the reasoning and validation plan, not an AI Clarity client result.

Preliminary AI analysis. Not yet reviewed by a consultant.

Investigate first

Standardise site-visit information before drafting quotations

Reliable source information is a dependency for any later AI draft. A small form test can expose missing fields and adoption problems before investing in generated quotations. Actual workload and software compatibility still need checking.

An action you can take yourself

Compare three anonymised site-visit records and mark which missing details caused extra work.

The first uncertainty to resolve

Which details are required for every quotation, and which vary by job?

This priority is a preliminary AI judgement based on your answers: business value, feasibility, dependencies and consequences of errors. It is not a measured return, an audit or a compliance assessment.

Opportunities to investigate

1. Standardise site-visit information before drafting quotations

Current situation
The owner of a fictional four-person installation business writes site notes on paper, then retypes them in the evening. Missing details require a call to the installer before a quotation can be finished.
Supported by your answer
I write everything on a notepad and type it up in the evening. / When a measurement is missing, I have to call the installer again.
Proposed improvement
Test a short digital site-visit form with the fields needed for a quotation. Mark missing measurements explicitly. Give the owner one reviewed record to work from. Start with a standalone form and confirm whether the existing quotation software can reuse it before considering an integration.
Expected qualitative benefit
More complete input could reduce retyping and avoidable clarification. The effect depends on whether installers can complete the form reliably during a visit.
Questions to resolve
Which details are required for every quotation, and which vary by job? Can the existing software accept this information without creating another copying step?
Human review
The installer confirms measurements and job-specific exceptions. The owner reviews the record before using it in a quotation.
A concrete next step
Compare three anonymised site-visit records and mark which missing details caused extra work.
A simpler alternative without AI
A shared checklist or a form already available in the existing software may solve the problem without AI. Use that if the main issue is missing information rather than writing the quotation.

A proposed first week of validation

Small validation steps, not a promised implementation schedule. Adjust them to the time and information available.

  1. 1. Map the last three anonymised visits and the questions raised afterward.

    Suggested owner: Owner, with an installer

    Evidence to collect: Missing fields, repeated copying and clarification steps.

  2. 2. Try a draft checklist on a small agreed set of visits.

    Suggested owner: An installer willing to test the process

    Evidence to collect: Time to complete it, fields skipped and exceptions that do not fit.

  3. 3. Compare the complete handling process with the previous method.

    Suggested owner: Owner

    Evidence to collect: Preparation, retyping, clarification and review time, plus completeness.

How to judge whether it works

Compare total handling time and missing-information rework before and during the test. Agree acceptable completeness with the owner. Do not infer monthly savings until task volume and a representative baseline are known.

When to stop or address a prerequisite first

Revise the checklist if it creates duplicate entry, misses important job exceptions or is impractical during a visit. Resolve those issues before adding AI.

2. Test a reviewed quotation draft after the input process works

Current situation
The fictional owner copies an old quotation and changes the details. The pricing source and frequency of this work have not yet been established.
Supported by your answer
I usually copy an old quotation and adjust the amounts.
Proposed improvement
Once the site-visit information is complete, test an AI-assisted draft of the descriptive scope using an approved quotation structure. Keep prices and commercial terms in a controlled source. The owner checks every draft before sending it. Do not automate dispatch or assume an integration is available.
Expected qualitative benefit
A draft could reduce repetitive writing and make scope descriptions more consistent. That is only useful if review and corrections take less effort than preparing the quotation manually.
Questions to resolve
Where are current prices and approved terms maintained? How much of a quotation is standard and how much requires specialist judgement?
Human review
The owner verifies scope, quantities, exclusions, prices and terms before sending any quotation.
A concrete next step
Identify the reusable and job-specific sections in three anonymised quotations.
A simpler alternative without AI
An approved quotation template with reusable text and required fields may be enough if most jobs follow the same structure.

A proposed first week of validation

Small validation steps, not a promised implementation schedule. Adjust them to the time and information available.

  1. 1. Separate fixed terms from job-specific wording in anonymised examples.

    Suggested owner: Owner

    Evidence to collect: Approved text, variable fields and unacceptable errors.

  2. 2. Compare manually prepared and AI-assisted drafts on the same examples.

    Suggested owner: Owner or experienced estimator

    Evidence to collect: Total drafting and review time, corrections and unsupported statements.

How to judge whether it works

Measure total preparation plus review time and whether every material fact can be checked against the source record. Agree acceptable quality before testing.

When to stop or address a prerequisite first

Stop if a draft invents scope or commitments that reviewers cannot reliably detect, or if review effort removes the benefit. Use the template approach while resolving the cause.

What still needs validation?

Task frequency, current handling time, available software and actual review effort. A baseline and a small test are needed before estimating savings.

Turn this initial analysis into an informed next step.

A suggested agenda for your call

  1. The value and scope of: Standardise site-visit information before drafting quotations.
  2. Which details are required for every quotation, and which vary by job?
  3. Which small test makes sense, who could own it and what a further engagement would need to cover.

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