Keep
What the analyst can do
- ✓Answer a certified set of high-value operating and financial questions
- ✓Translate plain-language questions into supported analytical intents
- ✓Show confidence, caveats, follow-up questions, and source evidence
Margin Copilot beta
Ask an operating question.
Get an answer you can inspect.
FleetIQ combines a focused AI interface with deterministic business logic and source-linked evidence. Ask about revenue, cash, customer concentration, service economics, labor, disposal, or data quality—then inspect the calculation, coverage, caveats, and records behind the answer.
IQOperating evidenceBETA
01WorkJobs · tasks · customers
+02MovementGPS · miles · dwell
+03EconomicsLabor · disposal · cash
FleetIQ answerWhat changed, why it changed, and where to inspect it.
Clear category boundaries
Keep what works.
Add what is missing.
Useful comparisons start by acknowledging what each product is actually designed to do.
Add
What it will not pretend to do
- ↗Invent missing ticket, invoice, cost, or route data
- ↗Hide a deterministic calculation behind a generated paragraph
- ↗Change prices, contact customers, or alter operations without a reviewed workflow
The FleetIQ position
Effective AI is more than a chat box.
FleetIQ pairs specialized document extraction and a fine-tuning path for weight tickets with an evidence-grounded analyst beta—and uses operations research, not generative AI, for route optimization problems.
Source records→Reconciled metrics→Explainable answer→Reviewed action
One bounded operating review
See where margin leaked—and what to fix first.
Start with one month, agreed definitions, and a small set of business questions. FleetIQ maps the evidence before making the recommendation.
Bring a real business question →