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Memento mori, ergo carpe diem.

(Remember you must die, therefore seize the day)

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TokenOptimisationProtocol

We would like to open with a letter from the TOP team to illustrate our vision.

AI this AI that,

What the F*** is going on?!

If you’re using AI for your business,
especially if you’re not,

You’re probably behind the curve.

TOP is like the slingshot in David’s hand, helping you go toe to toe with Goliath.

AI is a massively powerful tool which can be used to accelerate your business:

We want to minimise the asymmetric information available to small and medium sized enterprises,
so you can understand and leverage the inner workings of the black box of AI.

The current AI market asks you to choose between cost and privacy. The cheaper, easier ways to use AI can come with another price: control of your data.

TOP aims to balance the scales, so using powerful AI at a lower cost does not mean giving up control of what belongs to you.

But we won’t stop there…

Once you’re up to speed, we will help implement cutting edge solutions to:

  • Make your AI agents work forecastable
  • Your spend trackable
  • Your workflow far more efficient
  • Your AI use understandable, auditable and far smarter.

If AI is compared to a car,
We make sure you’re not only at the wheel,
You’ve got a flashier whip than anyone on the block.

You won’t just be ahead of the curve…
They’ll be eating your dust.

Sincerely,
The TOP team.

Adam Hartley, Sam O'Connell, Chullain Lyons, Fionn Gavin et al.

TOP at a glance:

TOP is trying to help companies use AI without creating an expensive, confusing mess.

Powerful models are already easy to access. The harder questions are practical: what work should an agent do, what information may it see, who checks the result, and what will the work cost?

Arguably most importantly: who is in control of my data?

TOP aims to answer these questions clearly and concisely.

Our #1 long term goal is to hand back control of data to the people. We are working night and day to achieve this goal.

Privacy and security are our two core tenets.

For ease of understanding, we like to break these complex concepts down using digestible analogies. The analogy we found most fitting is Transport.

AI agents are cars. Some companies are still “travelling" (working) by horseback and even by foot. We don’t make the cars, the multi-billion dollar AI companies do (Anthropic, OpenAI etc.).

However, a company and its cars still needs roads, maps, keys, traffic rules, a depot (TopOS) and a way to forecast and measure fuel (token) consumption (Icarus). TOP is being built as that surrounding system.

Our immediate focus is TopOS: the infrastructure the cars need to be far more effective at travelling (doing work). The desktop app is in development and aims to be the centralised data hub for your business, utilising cutting edge inter-agentic communication to reduce operational friction. We aim for it to be the most private and secure option on the market, and understand there is a lot of ground to cover before we reach this goal.

In parallel, our main and more unique focus' are TOP 1, 2 and 3.

TOP 1 = Icarus, unique algorithmic models (like a taxi-meter) that predict how much fuel (tokens) a trip (AI job) will cost (in dollars, as this is how current API billing works). Using AI at an enterprise level today is like getting into a taxi with no metre. You get slapped with the bill only once you reach the destination.

TOP 2 = Daedalus, a far more efficient engine which will get you to your destination (complete the job) at a significantly lower cost (hybrid, multimodal engine that utilises more cost effective AI models which will still complete the task without a significant reduction in output quality). You don't need to take out your Ferrari on the school run, but you might want it for a client meeting. We help you make an informed decision, to save you a lot of money. Commercial efficacy is yet to be quantified and is user specific. Current estimates sit at 20% - 50% conservatively.

TOP 3 = Athena, essentially a smarter, interactive SatNav which helps you create a smart, bulletproof route (plan for the work you want to do) which will get you to your destination (fulfil your goal / the job) smarter, using less fuel (tokens and thus dollars). Crucially, Athena also ensures you actually reach your destination (complete the job you outlined), because the cars (AI agents) are great, but still need a driver at the wheel so they don’t waste your money looping around roundabouts or deviating from the optimal route to the destination which you’ve set out for them).

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