Your Buyers Are Already Asking AI About You.


Get an independent report on exactly where you stand, because right now, you don't know, and neither does your buyer.

Freight forwarders increasingly ask ChatGPT, Claude, Gemini, Perplexity, and Copilot before they ask a sales rep.

We tested what these tools are telling buyers across the TMS category, and the gaps between vendors were significant, arbitrary, and entirely fixable - which is exactly why we think every serious platform in this category should know its own number before a competitor finds out first.


What We Found (One Example)
We ran a real buyer question - asking AI which platforms to consider when switching away from a major incumbent - across all four leading AI models.

One vendor was recommended consistently across every single model tested.

A second, well-regarded platform was effectively invisible in three out of four.

Neither vendor did anything differently in the market. The difference was entirely in what the AI models could find, cite, and trust as a source. That gap is invisible to both vendors right now - until a buyer acts on it.

Why This Is Different From "AI Visibility" Tools & GEO/AEO

A GEO or AEO agency is paid by you, to make you look better. That's not a criticism: it's just the business model. It means their report on how well it's working comes from the same relationship as the work itself.

We're not paid to optimize your content. We're paid to tell you the truth, whether that's good news or bad, and vendor payment never buys a better result.

Two other things a project-based agency engagement can't give you:

Comparative, not solo. We don't just tell you what AI says about you. We benchmark you against named competitors, repeatedly, so you know where you actually stand, not just what your own content looks like in isolation.

Verified, not just measured. Anyone can ask an AI model what it thinks of you. We check that against real freight forwarders and terminal operators who've actually used the platforms being compared, so a claim isn't just plausible, it's backed by someone who was actually there.

• No Sponsored Placement. No Pay-to-Play.

• This is the same principle Flow runs on for our operator community: vendor payment never buys editorial influence. A report about your platform reflects what the models actually say and what operators actually experienced - not what you'd like either of them to say.

Frequently Asked Questions

How is this different from G2 or Capterra?
G2 and Capterra rely on self-selected reviewers and vendor-managed profiles. We test what AI models actually tell buyers when asked directly, and check those answers against real, anonymised operator experience, not just what's publicly indexed.

How is this different from a GEO/AEO consultant?
A GEO or AEO agency is hired by you to improve your own visibility: a paid, one-sided relationship. We're independent: we benchmark you against named competitors, verify findings against real operator experience, and vendor payment never buys a better result. It's a different relationship to the truth, not a deeper version of the same service.

How is the data verified?
Every finding is cross-checked against ground-truth input from Flow's community of working freight forwarders and terminal operators, not just what a model happens to cite.Do vendors pay for a better result?
No. Vendor payment never buys editorial influence, a report reflects what the models say and what operators experienced, not what a vendor would prefer either to say.

How often is this refreshed?
Monthly. AI models and their sources drift over time: a one-off snapshot only tells you where you stood on the day it was run.

What do I actually get?
A ranking against named competitors across every major AI model, the exact sources each model is citing, whether a vendor's own content is being cited as if it were independent commentary, a check of whether the answer matches real operator experience, and a prioritised list of fixes.

Get Your Platform's AI Recommendation Report

A recurring diagnostic, built for your category, refreshed monthly, showing exactly where you stand against named competitors across every major AI model: the sourcing, the gaps, and the fixes. Just sign up below.


Coming Soon: A Founding Cohort for Vendors

Once you know where you stand, the harder question is what to actually do about it. We're building a small, live cohort program teaching vendors how to build products that solve real, painful problems, not just look good in a demo, and how to make sure AI models actually notice once you have. Taught alongside Flow's founding advisors, people who've spent decades buying, building, and running logistics tech, not consultants theorizing about it.

Not open yet. If you'd want to know when it is, sign up below.