How EstimAI pricing works, in plain English

This public page explains pricing models, DME, QuickBooks calibration, reconciliation, and confidence signals. It is written for contractor owners and office teams, not data scientists.

A. Getting Started

Core setup questions for first-time teams.

What is EstimAI
EstimAI is a quoting and pricing platform for trades. It helps you produce job prices, track actual outcomes, and improve future recommendations from your own business data.
Who is EstimAI for
Contractors, estimators, and office teams that want faster quotes with better control over margin and consistency.
Do I need QuickBooks to use EstimAI
No. You can start with manual inputs. QuickBooks just improves company-specific calibration and reconciliation.
Do I need historical job data to get started
No. Historical data helps confidence improve faster, but it is not required to begin quoting.
What is the fastest way to start pricing jobs in EstimAI
Set realistic monthly cost inputs, choose one pricing model, define a Job Minimum, and start logging completed jobs so calibration can improve.

B. Pricing Models

When to use each model and why.

What pricing models does EstimAI support
Template pricing, All In Per Ft pricing, and Target Profit Margin pricing.
What is Template pricing
Fixed pricing logic based on rules you define. It is simple and consistent for teams standardizing process.
What is All In Per Ft pricing
A single per-foot value that bundles material, labor, and overhead. Easy to operate, but less diagnostic when margins drift.
What is Target Profit Margin pricing
A margin-first model that estimates total cost and recommends a sell price to hit your margin goal.
What is the difference between fixed pricing and target-margin pricing
Fixed pricing stays static until you edit rates. Target-margin pricing adapts as cost assumptions and company data change.
Which pricing model should a new contractor use
Many teams start with Template or All In Per Ft for stability, then move to Target Margin after tracking outcomes.
Which pricing model should a data-driven company use
Target Profit Margin is usually best when your team consistently reconciles jobs and wants tighter control of realized margin.
Can I change pricing models later
Yes. EstimAI is built so you can evolve models as your operation matures.

C. Target Profit Margin / DME

How DME recommendations are produced.

What does Target Profit Margin pricing mean
You choose a target margin and EstimAI recommends a price that can support it based on estimated job cost.
What is DME
DME is EstimAI's dynamic margin estimation layer. It blends your company baseline with job details and calibration signals.
How does EstimAI calculate a target-margin price
Estimate cost, apply margin math, respect floor rules like Job Minimum, then return a recommended sell price.
What inputs matter most in DME
Material assumptions, labor assumptions, and monthly overhead context are the biggest drivers.
What happens if some inputs are missing
You still may get a recommendation, but confidence drops and more settings remain review-only.
Why does DME not always auto-fill every field
Because weak data plus full automation can damage margin. Review-first behavior is intentional.
What is the difference between target margin, minimum margin, and stretch margin
Target margin is your normal goal, minimum margin is your floor, stretch margin is an upside target for strong opportunities.
Why are some recommendations review-only
High-impact settings stay human-reviewed when confidence is not strong enough for auto-apply.

D. Monthly Cost Inputs

How monthly costs influence pricing behavior.

What is Material Cost / Month
Expected monthly material spend used for calibration context and reasonableness checks.
What is Overhead / Month
Recurring business costs not directly tied to one job, like admin, software, rent, and insurance.
What is Payroll / Month
Expected labor burden for the month. Accurate payroll context prevents labor-heavy underpricing.
Should these come from QuickBooks or manual estimates
Use QuickBooks-informed values when clean; use manual overrides when bookkeeping classification is incomplete.
What if my QuickBooks data is incomplete
Use practical manual baseline values now, then improve linkage and category hygiene over time.
Why do these values sometimes differ from what I expected
Differences often come from date windows, mapping rules, or excluded categories used to keep pricing inputs clean.

E. Pricing Settings

What each control does in plain English.

What is Job Minimum
The lowest total sell price allowed. It protects you from low-ticket jobs that still consume overhead and dispatch time.
What is Overhead Per Job
Per-job overhead allocation used to spread monthly fixed burden across expected job count.
What is Estimated Overhead Per Month
The monthly overhead estimate used as input for burden distribution and margin calibration.
What is Estimated LF Ran Per Month
Expected monthly production footage. It helps stabilize per-foot cost assumptions.
What is Monthly LF Source
Where your monthly footage estimate comes from (manual, historical, or synced signal). Source quality affects confidence.
What is Labor Cost Method
How labor is estimated in pricing math, such as fixed per-foot logic or payroll-informed methods.
What do 5-inch, 6-inch, and downspout material per-LF values do
These are core product-specific material assumptions. If they are too low, realized margin usually compresses.
Why are some material settings not auto-applied
Because EstimAI intentionally keeps high-leverage changes in review-only mode when evidence is weak.

F. QuickBooks Integration

What sync does and does not do.

What QuickBooks data does EstimAI sync
Expense and job-cost context that supports pricing calibration and reconciliation workflows.
What does EstimAI use QuickBooks for
Company-specific calibration, realized margin analysis, and estimate-vs-actual comparison.
What does EstimAI not use QuickBooks for yet
Not every accounting line automatically becomes pricing input. Some categories remain excluded until mapping is reliable.
Why do linked and unlinked expenses matter
Linked expenses improve job-level truth. Unlinked expenses reduce attribution quality and lower recommendation confidence.
What is duplicate link risk
The same expense linked twice can overstate cost and distort realized margins.
Why doesn't every QuickBooks expense automatically belong to a job
Some expenses are shared overhead or lack enough job metadata for safe auto-linking.
How do I improve QuickBooks linkage coverage
Use consistent customer/job naming, clean memos, and frequent reconciliation instead of month-end pileups.
Does EstimAI call QuickBooks live every time I open a page
No. EstimAI uses sync windows and cached snapshots for reliability and performance.

G. Business Insight + Calibration

How recommendation quality is measured.

What is Business Insight
The analysis layer that compares estimate-time assumptions vs realized results.
What is calibration confidence
A quality signal based on data completeness, linkage quality, and historical consistency.
What is the pricing recommendation signal
Direction and urgency for potential pricing changes. Better data yields stronger signal quality.
What is realized margin
The actual margin achieved after real costs and collections, not the estimate-time projection.
What is margin variance vs estimate
The gap between expected margin and realized margin; used to diagnose where pricing assumptions are leaking.
Why can realized margin differ from estimated margin
Scope changes, overtime, callbacks, procurement volatility, and missing links all cause divergence.
What lowers recommendation confidence
Sparse completed jobs, poor linkage coverage, unstable settings, and missing payroll/material context.

H. Reconciliation + Linking

How to tie real cost records to specific jobs.

How do I link QuickBooks expenses to jobs
Use reconciliation screens to match by date, customer context, memo cues, and known work history.
Can I link multiple expenses to one job
Yes. Most jobs should include multiple linked costs across materials, labor, and support items.
What if I forgot to link an expense during job completion
You can link it later. Backfilling is normal and still improves calibration quality.
Can I link expenses later from Business Insight
Yes. Business Insight surfaces coverage gaps so your team can reconcile later.
What happens if the same expense gets linked twice
Job cost gets overstated and margin can look worse than reality. Duplicate-risk checks exist to prevent this.
What is a likely QuickBooks match
A suggested expense-job pair with strong similarity signals. It is a recommendation, not an irreversible auto-link.

I. Trust, Accuracy, and Philosophy

How EstimAI balances automation with control.

Is EstimAI using my company's data as market pricing
No. Your data calibrates your company baseline; it is not treated as a universal market price book.
What is the difference between company baseline and market pricing
Company baseline is your internal economics. Market pricing is outside demand behavior. EstimAI prioritizes your baseline first.
Why does EstimAI avoid forcing automatic pricing changes
Because pricing is high-impact. Review-first design avoids sudden margin shocks from low-confidence automation.
When should I trust a recommendation
When confidence is high, linkage coverage is solid, and the signal repeats across enough completed jobs.
When should I use my own judgment instead of clicking Apply
When market conditions shift fast, scope is unusual, or data coverage is thin for the recommendation.

J. Troubleshooting

Common causes and fixes.

Why is my Material Cost / Month still zero
Usually mapping gaps or missing source data. Set a manual baseline and clean mappings in parallel.
Why is my Overhead / Month different from QuickBooks
Date-window differences, excluded categories, and normalization rules often explain the gap.
Why are my suggestions low confidence
Most often because of sparse history, weak linkage coverage, or inconsistent settings.
Why are no QuickBooks expenses linked to jobs
Likely inconsistent job metadata, weak memos, or no reconciliation pass yet.
Why are material-per-LF suggestions review-only
Those settings are high leverage, so EstimAI requires human confirmation unless confidence is strong.
Why is payroll showing as zero
Possible permission, mapping, or period-filter issue. Use a manual payroll baseline while fixing the data source.
Why does Business Insight say coverage is low
Too many completed jobs are missing linked cost records; reconciliation frequency needs to increase.
Still need help with pricing setup
Send support your trade, current pricing model, and what looks off. We can help tighten baseline inputs, linkage coverage, and calibration confidence.