How we score

Every number on this site comes from a source you can open. We would rather say “unclear” than guess.

1. Feature audit (34 features)

For each tool we checked 34 capabilities a small US carrier needs, using the vendor’s own pages, help docs, app store listings and independent sources. Each cell records the URL, date and the exact wording we relied on.

• ✓ Offered: clearly documented.
• ◐ Partial: limited version, add-on, or only for some plans.
• ? Not documented publicly: we could not find evidence either way. This is not the same as “no”.
• ✕ Not offered: the vendor says so, or for our own product, we know it is missing.
• ◔ Coming soon: used only for our own product: built or planned but not yet available to customers. It is shown for transparency and counts as zero in every score.

For TruckPanel AI we re-check each feature against the current product code and release notes, not marketing copy, and apply the strictest reading: if a customer cannot reach a feature in the normal product today, it is “coming soon”, not “offered”. The last audit was Nov 2026.

Feature coverage = (full + ½ × partial) ÷ 34. Vendor claims are marketing until users confirm them, which is why we also read reviews.

2. Customer sentiment

We collected 1,044 public reviews and comments (App Store, Google Play, Capterra, Software Advice, Trustpilot, Reddit, TruckersReport, BBB and others), labelled each one positive, negative or mixed and tagged the topic (driver app, invoicing, support…).

Sentiment = (positive + ½ × mixed) ÷ reviews, smoothed toward the market average (46%) with a weight of 12 reviews so tools with few reviews are not over- or under-rated. Tools with no public reviews get the market average and are labelled.

Where the reviews come from

How accurate is the labelling? Each review is labelled positive, negative or mixed, and tagged by topic, with automated classification. On a cross-check of 60 random reviews, two independent models agreed on sentiment 78% of the time and on the topic 82% of the time; the main disagreement was mild complaints, which our labeller more often reads as negative. Treat sentiment as a directional signal, not a precise measurement. Samples differ by tool and some sources cover a vendor's wider product family.

3. Price for your fleet

We read every published plan and computed the monthly bill for 1, 3, 5, 10, 20 and 30 trucks (drivers = trucks; 1 office user up to 3 trucks, 2 up to 10, 3 up to 20, 4 at 30). “From” marks a published minimum. Quote-only vendors score 0.3 on price, unknown, not zero.

4. DispatchScore

DispatchScore = 45% feature coverage + 30% customer sentiment + 25% price score, where price score = cheapest published price at that fleet size ÷ this tool’s price. The finder re-weights by your priority and must-haves.

Editorial standards

• Independence: no vendor pays for placement, scores or reviews. TruckPanel AI operates this site and its own product is scored by the same rules and labelled.
• Sources: vendor pages, help centers, app stores, public registries and review sites; every feature cell links to its source and date.
• Corrections: send documentation to sanuxaaaa@gmail.com; we re-check and update the cell with the new source and date.
• Updates: prices and features are re-checked on a regular cycle; the date shown on each page is the last data refresh.

5. Freshness

Features checked Sep 2026, prices Oct 2026, reviews through Sep 2026. New products are discovered daily by our monitor and listed on the radar until reviewed.

What we do not do

• We do not accept payment for placement or scores.
• We do not use affiliate links.
• We do not publish star ratings we did not collect, and we do not mark up third-party ratings as our own.