Product and strategy
Choose the problem worth solving, define the product advantage and turn ambiguity into a roadmap the whole team can use.
A senior product, design, engineering and delivery team for AI × B2B startups and scale-ups.
$20k/monthNo minimum term
Loved by 50+ global teams









WORK / START WITH THE QUESTION
Our work is organised around the decisions AI × B2B teams are trying to make, not a list of technologies.
Shape the right product, make complex model behaviour understandable and move from an idea to something customers can use and trust.
How we rebuilt HealthWords as a controlled clinical AI system, from specialist data and red-flag routes to the complete production platform.
Turn specialist judgement into a control system before release, at consequential decisions and after production outcomes.
Build retrieval around reviewed sources, explicit permissions, traceable versions and safe behaviour when evidence is incomplete.
ONE SENIOR TEAM / END TO END
Product, design, engineering and delivery work as one team, around one outcome. No hand-off between an advisory deck and the people who have to build it.
Choose the problem worth solving, define the product advantage and turn ambiguity into a roadmap the whole team can use.
Make complex model behaviour understandable, useful and safe through clear interactions, feedback and human control.
Build the models, data pipelines, evaluation, infrastructure and product code required to operate beyond a demo.
Ship into the real workflow, work beside the people who will own it and leave behind systems the internal team can improve.
WHY GUM
Gum Technologies is the AI transformation team within Logarithms. We bring the operating knowledge of people building products, models and infrastructure of their own.
The people shaping the recommendation are the same people designing, engineering and shipping the system.
A prototype proves possibility. We focus on what happens when the product meets real users, data, cost and operational pressure.
We build for internal ownership: clear decisions, observable systems and knowledge transferred through the work itself.
SELECTED ENGAGEMENTS
We stay close enough to the problem to carry product decisions into the data, models, infrastructure and delivery work behind them.
Product, clinical AI and platform delivery

3D spatial AI for home design and shopping
The number one polo app
PRICING
Start with the highest-leverage question. Keep us while the work is valuable. Stop when your team is ready to take it forward.
No minimum term. No separate agency layers.
Discuss your first monthStart with the product, workflow or system question creating the most leverage for your team.
A senior cross-functional team works inside the roadmap, with weekly decisions and production delivery.
We ship, measure and document the system so your team can operate and improve what has been built.
WHY A MONTHLY TEAM
ROLES
We hire carefully across product, design, engineering and applied AI. Introduce yourself even when there is no role with your exact title.
For people who can turn an ambiguous product question into a clear, useful experience and carry it through to release.
For builders who move comfortably between models, infrastructure and product code, with production as the standard.
If your best work sits between disciplines, tell us what you build, how you think and where you create unusual leverage.