Every company in every category claims it. The term that once signalled capability now signals nothing, which means your actual advantage, whatever it genuinely is, has to be stated without relying on the two letters everyone else has already spent.
Five reasons a studio that does good work for software brands produces something thin for an AI and machine learning company.
Where you sit against the foundation labs, the open weights and your customers building it themselves.
Company, model family and product. A system with room for the next generation.
Data, training, evaluation and deployment, written so an ML engineer nods and a buyer follows.
A system that survives documentation, a benchmark table, a conference talk and a recruiting post.
Per audience: ML engineers, platform buyers, risk and compliance, and investors.
Rules tight enough to hold when your team applies them without us.
Weeks from kickoff to a finished brand system. Fixed scope, fixed timeline, one price.
Engineers across strategy, 3D, delivery and the build. The person writing your evaluation story can read the eval.
Buyers held in one brand: the engineer who needs reliability, the buyer who needs indemnity.
Positioning decides what the brand claims. The website is where a specialist decides whether to believe it.
By moving the claim off the model. We look for what does not depreciate: data rights, evaluation infrastructure, distribution, cost structure. That is usually the real business and almost never the headline.
Both, and the distinction matters more than most founders think. It changes your comparables, your margin expectations and which buyer the brand should speak to first.
Fixed scope and fixed timeline, quoted after the 30-minute call. Never a day rate and never an open-ended retainer.
Nine to sixteen weeks for positioning, narrative, identity and brand book. Fixed scope, fixed timeline, one price.
Yes, and it is the normal starting point. Most of what makes a deep tech company defensible is unpublished.
Thirty minutes, no deck. We will tell you which category you are being read into, which part of your moat is invisible, and what it would take to fix both.
Book a 30-minute audit →(opens in a new tab)