Financial analysis · adoption-ready estimate

FreightAppend: Carrier & Shipper Enrichment for Brokers

If an entrepreneur "adopted" this product today, here's the realistic math.

Fermi summary

Get 40 freight broker firms at $200/mo and you've got $96k ARR - but DAT already owns the carrier data relationship and FMCSA is free, so earning those 40 is the whole game.

Market size (TAM)

$20.0M

~5,000 meaningful US freight broker firms (excluding giants with in-house tech) × ~$4,000/yr avg enrichment tool spend

Year-1 ARR range

$28k - $310k

midpoint $96k

Gross margin

63%

Investment to production

$32k

Dev: $15k for FMCSA data pipeline, carrier/shipper API integrations, billing, and admin. Data licensing: $6k for any non-public enrichment s

Probability of success

13%

P(reaching mid case in 12 months)

Expected take-home Y1

$-24208

probability-weighted, after investment

Go-to-market motion

Outbound cold email to freight broker ops managers sourced from FMCSA broker license list + LinkedIn, targeting 30 demos/month with a $150-300/mo per-company ask.

Key risks

FMCSA carrier data is free and publicly accessible - brokers can pull it directly, so the value prop must be speed/aggregation/API, which is a thin moat that any dev can replicate cheaply
DAT and Truckstop.com already have embedded carrier vetting and data features with deep broker loyalty - getting brokers to add a third-party enrichment layer requires them to feel real pain they currently don't articulate
Freight brokerage headcount is declining as digital freight platforms (Flexport, Uber Freight) vertically integrate and reduce the number of independent broker firms in the addressable market

Generated by the Wishdeal Factory financial-analysis agent. Numbers are honest Fermi estimates, not guarantees. Real outcomes depend on the operator. The studio is bullish on the engineering quality, agnostic on the business outcome.