AI agentSourcing and negotiation

AI should cost analysis agent

An AI should cost analysis agent splits a quote into cost drivers, such as labour, materials, licences, infrastructure and margin, as far as the data allows.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Quote and scope
Rate cards
Public input cost data
Past quotes
AI should cost analysis agentPrepared for review
  • ✓Cost build-up
  • ✓Gap analysis
  • ✓Questions for the vendor
Handed toCategory buyer receives the estimate
4inputs it reads
6steps in the walkthrough
1point where a person decides
3outputs it prepares
See it run

Watch it work

Agent Record Person
Live walkthrough
  1. 1Define the itemAgent
  2. 2Collect cost driversAgent
  3. 3Build the estimateAgent
  4. 4Compare to quoteAgent
  5. 5Buyer judgesPerson
  6. 6Use in talksRecord

Breaks the product or service into components.

Finds inputs such as labour, materials and licences.

Assembles a plausible cost with margin.

Shows gaps between estimate and the vendor price.

The buyer decides how far to rely on the estimate.

Passes questions to the negotiator.

The basics

What is an AI should cost analysis agent?

It estimates each driver using internal history, supplied rates and public information, and labels how confident each estimate is.

Read the full explanation

It compares the total with the quote and shows which parts explain the difference, to guide questions for the vendor.

Where it breaks

Why this step is hard by hand

Vendors rarely show how a price is built. Without a view of what drives cost, a buyer can only compare the total against other totals.

The cost build-up is not shared.

Bundles hide the price of each component.

Buyers cannot tell what is cost and what is profit.

Reliable cost inputs are hard to find.

A model can seem more certain than the data allows.

The path

How the agent does it

  1. 01Decompose the quote

    The agent breaks the offer into components.

  2. 02Select the drivers

    It identifies the main cost drivers for each component.

  3. 03Estimate each

    It uses internal and supplied data to estimate cost per driver.

  4. 04Rate confidence

    It labels each estimate by how well it is supported.

  5. 05Compare to the quote

    It shows the gap and where it sits.

Want to see this flow on your own items?

Bring a small sample and watch Flo work through it.

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Under the hood

Inside the work

AspectBy handWith the agent
Cost basisVendor price is accepted without a cost view.A cost build-up is set beside the quote.
ComponentsCost parts are unclear.The item is broken into drivers.
MarginVendor margin is unknown.An implied margin range is shown.
QuestionsBuyers ask vague questions.Specific cost questions are drafted.
ReliabilityEstimates are overtrusted.Assumptions are visible and rated.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Judging the modelBuyers decide whether estimates are fair.
  • ✓
    Questioning the vendorNegotiators raise the gaps.
  • ✓
    Supplying inputsExperts provide rates and cost knowledge.
  • ✓
    Accepting the pricePeople decide when a price is fair.

Mistakes to avoid

  • ×
    Treating estimates as factsThey are informed guesses.
  • ×
    Using it everywhereIt suits items with identifiable components.
  • ×
    Ignoring valueA price above cost can still be fair.
  • ×
    Skipping confidence ratingsWeak inputs need to be visible.

Not sure where should cost analysis fits in your process?

Talk it through with the team. We will map it to your steps and show where a person stays in control.

  • Works from a sample of your real items
  • Shows what Flo handles and what it hands over
  • No commitment to start
Rollout

Rolling it out

  1. 1Pick suited categories

    Start with goods and services built from clear inputs.

  2. 2Show assumptions

    Make every assumption visible.

  3. 3Compare outcomes

    Check estimates against agreed prices.

  4. 4Extend

    Add categories.

Signs you would benefit

Vendors justify price with no breakdown.
Buyers do not know what drives cost.
Margins are a mystery.
Quotes for bespoke work are hard to test.
The numbers

How to measure it

Set your own baseline first. We do not publish benchmarks without a source you can check.
Metric 1

Should-cost estimates with confidence rating

Rated estimates (%) =
should-cost analyses where every component has a confidence labelshould-cost analyses produced× 100

This shows how well the estimates are qualified. It does not measure accuracy.

  • Review the weakest components first.
  • Compare estimates to final prices after deals close.
Questions

Frequently asked questions

Quick answers to what people ask most about should cost analysis.

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What is should cost analysis?

It is an estimate of what a product or service should cost, built from its components and drivers, used to test a vendor's price.

Is the estimate the real cost?

No. It is an informed estimate, with confidence stated for each part. People judge how far to rely on it.

When is it useful?

It works best for items with identifiable parts, such as services priced by effort or products with known components.

Does the agent present it to the vendor?

No. It prepares the analysis and suggested questions. The negotiator decides what to share.

Try should cost analysis on your own data

Bring a small sample of real items. We will show what Flo handles on its own and where it hands over to your team.

  • People approve, sign and pay
  • Every action is logged
  • Start with a small sample