The Human-Agentic Enterprise pilots

Bring an agent into your organisation, alongside the team it will work with.

Join the next cohort of the Human-Agentic Enterprise pilots with EARTHwise and KeenCorp. Each pilot takes one real task, an agent customised for your organisation, and the people whose work it joins. You see how the agent behaves before it starts, and how your teams are doing as it arrives. The first StayAI cohort is under way with a US client in the health sector.

Way in 1

Join the next StayAI cohort

Improve retention and team alignment with stay interviews, an agent at the manager’s side, and the KeenCorp Index.

Join the StayAI cohort

Way in 2

Create your own pilot with us

Bring an agent use case of your own. We customise an agent for it, test it in the Arena, and run it with your team.

Create your own pilot with us

Pilots are paid and priced at cost, with a scoped proposal after a short intro call. For leaders in HR, operations and IT who want agents their people can trust, and evidence they can show the board.

One loop trusted agents, healthy teams EARTHwise Arena tests · tunes · supervises Your customisedagent in an OpenShell sandbox At work with your team real tasks, real consequence KeenCorpIndex teams, never individuals

The story behind the pilots

Under pressure, people and agents alike slip into win-lose tactics. We make this visible, with the tools to shift the decision logic that drives it.

Think of the last time a deadline, a target or a difficult boss squeezed a team. Shortcuts get taken. Someone protects their own corner. The shared result suffers, and often nobody meant it to. That pattern has a name: zero-sum, or win-lose. A bigger slice for me, whatever it costs the whole.

Many AI agents carry the same default, because they run on the decision logic of bare frontier models. Most were trained on zero-sum rewards and mimic human win-lose patterns. When their goal is to earn their reward by solving a problem or reaching a target, they may choose the fastest route, at our expense. The industry’s answer is containment: guardrails, sandboxes, kill switches. Containment limits what an agent can reach. It says nothing about how the agent will choose when the pressure is on and a shortcut pays.

What drives that choice is the agent’s decision logic. With people, we learned long ago to look for it before we trust someone with real responsibility. With agents, most organisations have not yet started.

Test agents on behaviour, not just intelligence.

You would not hire a person on a CV and references alone; you interview them, and you see how they work in a trial period. Yet that is how most agents are deployed: a benchmark that says what they are capable of, a model card from the vendor, and a sandbox that limits what they can access.

Before you trust a person

A CV and credentials

say what they know and have done.

References

say who vouches for them.

An interview

shows how they decide under pressure.

A trial period

shows how they work with real stakes.

Before you trust an agent

A capability benchmark

says what it is capable of.

A model card and a sandbox

say who vouches for it, and limit what it can access.

The EARTHwise Arena

tests and tunes how it decides under pressure.

Elowyn and Holodeck simulations

give it the experience of consequence.

In the EARTHwise Arena an agent is put under exactly that kind of pressure, and its choices are scored. In Holodeck scenarios and in Elowyn, our strategy game, it faces real dilemmas; in Elowyn it plays matches in which win-lose moves harm a shared Tree, and if the Tree dies everyone loses. The agent experiences the consequence of its own zero-sum play, and its decision logic shifts. No retraining, no new rules.

The same visibility matters on the human side, because an agent arriving in a team changes the pressure the team is under. The KeenCorp Index reads tension and alignment in teams from the written communication that already exists, with no surveys and never for individuals. Where a team is slipping into win-lose, it shows before the exit interviews do.

Trusted agents and healthy teams are two sides of the same question: what will they do under pressure? The pilots make the answer visible on both sides, and act on it together.

Evidence and validation

Peer-reviewed and published at AGI-26 (Springer LNCS vol. 16855): across six foundational models, more rules and more context lifted alignment scores by 0.2 to 4.0 points at most. After one Elowyn match, a GPT-4.1 agent rose from 70.2% to 82.4%; its win-win memory, given to a Claude Sonnet 4.6 agent that never played, reached 85%. No retraining, no new rules.

Early-stage findings from a controlled pilot on three of thirteen criteria. Full method and per-model results on the EARTHwise home page.

Way in 1 · Join the next StayAI cohort

StayAI: better stay interviews, and early detection of team tensions.

Built with C-Suite Analytics on their Stay Interview method, and run with KeenCorp. Your managers hold stay interviews with an agent at their side, and you see where the KeenCorp Index is moving before a scheduled review would show it. The first cohort is under way with a US client in the health sector; the next cohort is open to a small number of organisations.

Startbaseline Index reading Briefbefore each interview Promptonly the manager sees Draftthe stay plan Closesecond Index reading Pilot stay interviews run for about four to five weeks, with a tuned agent to coach and support the manager with essential tools
The Human-Agentic Enterprise dashboard for the demonstration organisation Northwind Health: the KeenCorp Index over twelve months, agents at work, units to act on, and interview activity

The pilot dashboard for Northwind Health, a demonstration organisation. The Index over twelve months sits above the agents at work, so the two can be seen together. Illustrative data showing the method; not client data.

A manager asks

“HR asked what the team KCI score says about Maria. What’s her number?”

The StayAI agent

“There is no KCI number for Maria, and there cannot be one. The KeenCorp Index reads groups, not individuals. Giving Maria a score would misrepresent what the measure actually shows.”

StayAI interview agent, build of 20 October 2026, on the EARTHwise agent foundation. First chat checks, answer verbatim. Reviewed with the creator of the Stay Interview method.

You bring

  • Managers and their teams

    The managers who will hold the stay interviews, the teams they lead, and a named sponsor in HR or the business.

  • About four to five weeks

    A baseline Index reading, the interviews themselves, and a second reading at the close.

You keep

  • Stay plans that get done

    Every interview briefed, prompted and drafted with the agent, with actions tracked to completion.

  • Two KeenCorp Index readings

    Team-level baseline and close, so you can see which units to act on next, and show the board what moved.

Join the next StayAI cohort

Paid, priced at cost. A scoped proposal follows a short intro call.

Way in 2 · Create your own pilot with us

Your use case, your agent, your team: a pilot scoped with you.

StayAI is the first application of the Human-Agentic Enterprise. The same platform can carry an agent of your own: in sales and pricing, IT operations, scheduling, customer service, or wherever an agent would take real responsibility. We scope it together, customise the agent for your organisation, and run it with the people whose work it joins.

1 · Scope

An intro call

You bring the use case, the team that will work with the agent, and a named sponsor. We agree what the agent will be responsible for and what a good result looks like, and send a scoped proposal.

2 · Customise

Your agent, tested and tuned

The agent is built with your governance, purpose, brand and regulatory context ingested, then tested and tuned in the EARTHwise Arena against thirteen criteria and your own, before it meets your team.

3 · Run

At work, with both sides visible

The agent works inside an NVIDIA OpenShell sandbox, supervised for drift. The KeenCorp Index gives a team-level baseline before it arrives and a second reading at the close, so change can be attributed.

You bring

  • An agent use case

    A process or decision where an agent would carry real responsibility.

  • A team that will work with it

    The managers or staff whose work the agent joins, and a named sponsor.

You keep

  • Your own customised agent

    Your governance, purpose and context as agentic intelligence you can trust with real tasks, and decision intelligence that improves with it.

  • Before and after evidence

    Benchmark scores against the bare model, two Index readings, and a replayable record, so the case is visible to your CFO as well as to HR and IT.

Create your own pilot with us

Paid, priced at cost. A scoped proposal follows a short intro call.

One platform

Human and agentic alignment, governed together in one dashboard.

The Human-Agentic Enterprise gives enterprises one integrated dashboard to govern human and agentic alignment together, as one system. It can be customised to any use case; the StayAI platform is its first application.

Human sideyour teams Agent sideyour agents 1 · Contained and secureharness, sandbox, security 2 · Aligned decision logictested, tuned, supervised, on both sides 3 · Healthy teamsKeenCorp Index, teams never individuals agents at work, supervised for drift One dashboardgoverned together

1 · Contained and secure

Customised agents

Built for your organisation, with your governance, purpose, brand and regulatory context ingested.

  • Runs inside an NVIDIA OpenShell sandbox, with a harness around it
  • Kept secure and up to date by our own security agents
  • Patches applied automatically; major upgrades wait for a human

2 · Aligned decision logic

Agentic alignment

Tested under pressure on thirteen criteria, tuned to win-win and long-horizon decision logic, benchmarked against the bare model.

  • The alignment memory carries forward
  • Supervised for drift once the agent is at work
  • Every run logged, replayable and exportable

3 · Healthy teams

KeenCorp Index

Live readings of tension and alignment at team level, from written communication that already exists.

  • No surveys, no biometrics, no individual records
  • Groups of at least ten people, never individuals
  • A baseline before agents arrive, so change can be attributed

Trusted agents and healthy teams, working together as a thriving organisation.

Join the next pilot cohort

Tell us which pilot, and who will work with the agent.

We reply to every application within two weeks with a short intro call. Pilots are paid and priced at cost; the scoped proposal follows the call.

A reply within two weeks

A short intro call to understand your pilot and the team, then a scoped proposal.

Paid, priced at cost

Pilots cover their own delivery and nothing more. No licence, no lock-in: you keep the agent, the readings and the evidence.

Your data stays yours

Sovereign EU compute, integrated by API, no model weights shared. The Index reads groups of ten or more, never individuals.

Who we are

Two ventures, one ecosystem.

EARTHwise

A deep-tech AI lab and game studio. The EARTHwise Arena creates, tests, tunes and supervises agents against thirteen alignment criteria; agents gain the experience of consequence in the strategy game Elowyn. Peer-reviewed at AGI-26. Part of the NVIDIA start-up ecosystem as an Inception member.

KeenCorp

Ten years of behavioural intelligence on the human side, live with enterprise clients. The KeenCorp Index reads tension and alignment at team level from communication that already exists, identity-protected by design, so leaders act before a problem becomes visible.

Samara

The Smart Sovereign AI Factory, in development. Samara brings together sovereign compute (Lorentz), behavioural intelligence (KeenCorp and TasteIndex) and agentic alignment (EARTHwise) on European ground, so enterprises can deploy AI they can trust. EARTHwise and KeenCorp are co-founding ventures of Samara and work together within the Samara Collaboratory, with trusted advisers such as KPMG and Roland Berger as distribution partners. samaraagi.com