Should-cost estimates with confidence rating
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.
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.
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.
It estimates each driver using internal history, supplied rates and public information, and labels how confident each estimate is.
It compares the total with the quote and shows which parts explain the difference, to guide questions for the vendor.
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 agent breaks the offer into components.
It identifies the main cost drivers for each component.
It uses internal and supplied data to estimate cost per driver.
It labels each estimate by how well it is supported.
It shows the gap and where it sits.
Bring a small sample and watch Flo work through it.
| Aspect | By hand | With the agent |
|---|---|---|
| Cost basis | Vendor price is accepted without a cost view. | A cost build-up is set beside the quote. |
| Components | Cost parts are unclear. | The item is broken into drivers. |
| Margin | Vendor margin is unknown. | An implied margin range is shown. |
| Questions | Buyers ask vague questions. | Specific cost questions are drafted. |
| Reliability | Estimates are overtrusted. | Assumptions are visible and rated. |
| If | Then | Who decides |
|---|---|---|
| Quote is far above the estimate | list the components driving the gap | Category buyer |
| Input cost data is thin | label the estimate as rough | Category buyer |
| Labour dominates cost | ask for rate card | Negotiation lead |
| Component prices have fallen | raise this in talks | Negotiation lead |
| Item is highly bespoke | limit the claims of the estimate | Category buyer |
| Estimate relies on assumptions | list them | Category buyer |
The agent builds from roles, days and rates. The buyer checks that the effort assumption is fair.
The agent says cost-based pricing does not apply and suggests value-based references. The buyer decides how to proceed.
The agent notes input price trends. The buyer decides the timing.
The agent works from public indicators. The buyer treats it as a guide, not proof.
Talk it through with the team. We will map it to your steps and show where a person stays in control.
Start with goods and services built from clear inputs.
Make every assumption visible.
Check estimates against agreed prices.
Add categories.
This shows how well the estimates are qualified. It does not measure accuracy.
Quick answers to what people ask most about should cost analysis.
Book a demoIt is an estimate of what a product or service should cost, built from its components and drivers, used to test a vendor's price.
No. It is an informed estimate, with confidence stated for each part. People judge how far to rely on it.
It works best for items with identifiable parts, such as services priced by effort or products with known components.
No. It prepares the analysis and suggested questions. The negotiator decides what to share.
Volume discount negotiation is the discussion of price breaks that apply as the quantity bought rises.
→Price increase detection is the practice of spotting when a vendor charges more than before or more than the contract allows.
→Multi-year deal negotiation is the process of agreeing terms for a contract that runs for several years, often trading commitment for price.
→Negotiation tracking is the keeping of a running record of each active negotiation: where it stands, what was offered, who owns it and what comes next.
→Bring a small sample of real items. We will show what Flo handles on its own and where it hands over to your team.