AI Quote Desk

BENCHMARKS

How fast does the industry really quote?

The reference numbers on freight quotation performance, gathered in one place with primary sources named — because 'everyone knows quoting is slow' deserves better evidence than a feeling.

PRIMARY SOURCES CITED · VENDOR CLAIMS LABELLED · UPDATED JULY 2026

The Freightos Mystery Shopper series

The canonical dataset. Freightos repeatedly posed as a real shipper and requested quotes from the world’s twenty largest forwarders:

EditionFindingAs reported by
2016Only 1 of the top 20 offered instant online quotes; average response 15 hoursSupply Chain Dive
2017101 hours average for a manual spot quote; only 9 of 20 quoted; 3 of 20 followed upFreightWaves
201857-hour average; 72% failed to quote; 58% average price spread between quotesLloyd's Loading List / Air Cargo Week
202160% of quote requests produced no quote; only 8% of quoters followed upAir Cargo World / Air Cargo Next

PRIMARY: FREIGHTOS MYSTERY SHOPPER RESEARCH. THE OFT-QUOTED '90 HOURS' FIGURE IS A DERIVATIVE CITATION — WE CITE THE PRIMARIES.

INDEPENDENT REPLICATION

Rippey AI ran the same experiment in 2022 across 86 forwarders: 31% responded at all, with an average response time of roughly 50 hours — independently confirming the Freightos pattern.

Response time and win rate

Published win-rate-by-speed tables are vendor heuristics (no peer-reviewed primary exists), so we label them as such: figures like “sub-30-minute responses win 78%+” circulate from vendor studies. What we can report as observed fact: one live deployment moved from 35% to 73% win rate when median quote response fell from 60+ minutes to 15 — measured over twelve months and 7,000+ quotations at Infinity Logistics FZE.

MetricBeforeAfter 12 monthsStatus
Quote response (median)60+ min15 minDeployment-measured
Win rate35%73%Deployment-measured
Daily quote volume~120225+Deployment-measured
Draft time (median)≈ 1 hour21 secondsDeployment-measured

SOURCE: FREIGHAI DEPLOYMENT AT INFINITY LOGISTICS FZE, UAE — 12 MONTHS, 7,000+ QUOTATIONS. SINGLE-DEPLOYMENT DATA; YOUR LANES AND MIX WILL VARY.

The margin backdrop

Why quoting errors matter so much: industry benchmarks put forwarder gross margins at 10–20% of revenue and net margins near 3–4%(median ~2.9% in IBISWorld data as cited by GoFreight). On margins that thin, a single missed surcharge line can erase a shipment’s entire profit — which is why surcharge completeness belongs in every speed conversation.

Spot-rate validity windows

Quoting speed is also forced by how fast buy rates now expire:

Carrier platformValidity / guarantee
Hapag-Lloyd Quick Quotes SpotRate valid 3 hours; vessel-space guarantee
CMA CGM SpotOn24 hours (72 with Lock My Price); >60% of CMA's spot volume
Maersk SpotFixed price + loading guarantee; confirmation ~25 seconds
Traditional FCL rate cardTo the 15th or end of month
Air ratesTypically 3–7 days

SOURCES: CARRIER PRODUCT PAGES (MAERSK.COM, CMA-CGM.COM, HAPAG-LLOYD.COM), JULY 2026.

A three-hour buy-rate window makes a 57-hour quoting process not just slow but structurally impossible — by the time the manual quote goes out, the rate underneath it has expired eighteen times over.

COMING: THE QUARTERLY DESK REPORT

This page will host our quarterly Freight Quotation Benchmarks report — anonymized response-time distributions, win-rate-by-speed bands and coverage data from live desks. The industry's canonical studies stopped running regularly; we intend to continue the series.

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