DEADHEADDESK · FORM DD-00 · REV A THE DESK IS ON · --:--:-- LOCAL
Field Notes · DD-FN series

Notes from the desk.

One honest email a month about AI on the spot desk. Benchmark data included. No hype, no "future of freight" think pieces — just what we measured, what broke, and what it costs in dollars.

PRE-LAUNCH · NOTHING PUBLISHED YET ARTICLES SHIPPED TO DATE: 0

WE'D RATHER PUBLISH SLOW THAN PAD. EVERY PIECE BELOW IS LISTED WITH ITS REAL STATUS.

Featured data study

The first study is in the field.

DD-FN-000 · DATA STUDY STATUS: FIELDWORK UNDERWAY
In progress Publishing with launch
TARGET SAMPLE: N = 50

The Freight Response-Time Benchmark

How fast 50 brokerages actually answer a quote


Abstract. Every brokerage believes it answers quotes "fast." Almost none has measured it. We are mystery-shopping 50 small and mid-size US brokerages with realistic spot-quote request emails — common dry-van corridors, plausible weights, ordinary shipper language — sent during business hours and after hours, then timing every reply to the minute. The result will be the first response-time benchmark a 5–30 seat brokerage can actually compare itself against.

Methodology — the full protocol

Mystery-shop protocol. Each brokerage receives a small number of realistic quote-request emails over several weeks, from a plain shipper-style address. No phone calls, no recordings, no impersonation of any real company. Requests are ordinary enough that answering them is just… doing the job.

Consent-respecting. Results are published in aggregate only. No brokerage is named, ranked, or identifiable. Any brokerage that asks to be excluded is removed, full stop. We're brokers' corner, not gotcha journalism.

Latency buckets. Replies are timed into buckets: under 15 min · 15–60 min · 1–4 hr · 4–24 hr · next business day · never. Business-hours and after-hours (7 PM–6 AM local) windows are reported separately.

Median business-hours reply

—h —m

PLACEHOLDER · PUBLISHES WITH STUDY

After-hours reply rate

—%

PLACEHOLDER · PUBLISHES WITH STUDY

Requests never answered

—%

PLACEHOLDER · PUBLISHES WITH STUDY


NUMBERS STAY BLANK UNTIL THE FIELDWORK IS DONE. WE DON'T PRE-WRITE CONCLUSIONS.


Article index

Drafts on the desk.

Six pieces in the pipeline, listed with honest status tags. Filter by topic. Each publishes to the list first.

SHOWING 6 OF 6
DD-FN-001 · EST. 2026-07DRAFT
SPOT QUOTING

Why your 4-hour quote reply is a silent discount

Every hour a quote sits, your win rate slides — so reps cut margin to claw loads back. That discount never shows up as a P&L line, but you pay it every week.


NOTIFY ME ON PUBLISH →
DD-FN-002 · EST. 2026-07DRAFT
TRACK & TRACE

Check calls: the $58K/year job nobody applied for

Add up the rep hours spent dialing carriers to ask "where's the truck?" Across a 10-seat shop it totals a full salary — for a job no one was hired to do.

FIGURE IS A MODEL — ASSUMPTIONS PUBLISHED WITH THE ARTICLE.


NOTIFY ME ON PUBLISH →
DD-FN-003 · EST. 2026-08QUEUED
AI REALITY CHECK

What 74% AI-rollback rates actually mean for brokers

Most enterprise AI projects get walked back. That's not a reason to sit out — it's a free list of mistakes you get to skip. We go through the failure modes one by one.

INDUSTRY STAT — SOURCED AT PUBLICATION.


NOTIFY ME ON PUBLISH →
DD-FN-004 · EST. 2026-08DRAFT
AI REALITY CHECK

The trust ladder: why we never auto-send on day one

Day one, a rep approves every single send. Months later, routine lanes can earn auto-send — and the client controls every rung. Why we built it that way, on purpose.


NOTIFY ME ON PUBLISH →
DD-FN-005 · EST. 2026-09QUEUED
TRACK & TRACE

Double-brokering red flags an agent catches at 2 AM

Re-used MC numbers, callback area codes that don't match the truck, a "driver" replying from three states away. The pattern is in the check-in replies — if something is awake to read them.


NOTIFY ME ON PUBLISH →
DD-FN-006 · EST. 2026-09QUEUED
AI REALITY CHECK

TMS API reality check: Aljex vs Tai vs Turvo for automation

What each TMS actually exposes for read and write-back, where the docs end and the workarounds begin, and what that means for your integration timeline.


NOTIFY ME ON PUBLISH →

DRAFT = WRITTEN, BEING FACT-CHECKED. QUEUED = OUTLINED, RESEARCH UNDERWAY. PUBLICATION DATES ARE ESTIMATES, NOT PROMISES.


Speaking & events

Where to find the desk.

DD-FN EVENTS LEDGERREV 2026-06
EventWhereTopicWhenStatus
Broker Carrier Summit Dallas, TX Response latency: what the benchmark found 2026 PLANNED — NOT YET BOOKED
TIA Capital Ideas Conference TBD A year of evals on a live spot desk 2027 PLANNED — NOT YET BOOKED
Your brokerage's ops meeting Video, anywhere 20-minute desk teardown, no pitch ON REQUEST OPEN INVITATION

HONESTY LINE: WE HAVEN'T KEYNOTED ANYTHING YET. THESE ARE ROOMS WE INTEND TO EARN — LISTED HERE SO YOU CAN HOLD US TO IT.

The field notes list

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