NeitVision
Playground
INDEPENDENT AI RESEARCH & DEVELOPMENT

See beyond
the visible.

We build agents that see, listen and learn — helping people and organizations understand what is unfolding, and find their next move.

NV / 001THE NEIT FIELD
PERCEPTION × CONTEXT × REFLECTION01 — ∞
A deeper field of viewHUMAN × ARTIFICIAL × RELATIONAL
01 / A DIFFERENT KIND OF INTELLIGENCE

More signals. More perspective. More human possibility.

A conversation is more than its transcript. A team is more than its decisions. We develop agents that connect words, sound, movement and context — opening new ways to learn and act together.

02 / OUR WORK

One field of research. Many ways to see.

Specialized agent families, shaped by real practice, explicit methods and human expertise.

01 / PRACTICE & SUPERVISION

Neit Reflect

A second perspective on the helping conversation. Revisit sessions, explore choices and bring sharper questions to a human supervisor.

  • Evidence-linked reflection
  • Method-aware review
  • Questions for a mentor
RESEARCH & DEVELOPMENT
02 / TEAMS & ORGANIZATIONS

Neit Collective

See the process inside the meeting. Explore competing goals, recurring patterns and new frames for moving forward together.

RESEARCH & DEVELOPMENT
03 / LEARNING & DEVELOPMENT

Neit Practice

Keep learning between sessions with a teacher. Support peer practice, explore moments of difficulty and connect exercises to experience.

RESEARCH & DEVELOPMENT
04 / AGENTS & THEIR MENTORS

Neit Evolve

Help digital employees reflect on their own work. Examine interactions, recognize uncertainty and turn reviewed feedback into tested improvements.

RESEARCH & DEVELOPMENT

03 / A CHANGE IN PERSPECTIVE

What changes when an agent can see?

Review a fictional meeting after it ended. Compare three sources to see what the team decided and what they missed.

Why it matters

The exact wording records what the participant agreed to and the decision that followed.

What you could miss

Reading the exchange on its own, the team might take the decision for the end of the discussion.

From the recording of a meeting about a launch.

00:42

“Are we ready to move forward?”

00:45

“Yes, let’s move forward.”

00:48

“Then we’ll go ahead with the launch.”

Observation
The participant agreed to move forward. The team decided to launch.
Possible interpretation
The spoken exchange sounds settled. The record leaves open whether everyone had finished contributing.
Follow-up question
“Was anything left open after we decided to launch?”
EXCERPT / 00:42–00:48NEIT / FIELD NOTES
04 / HOW WE BUILD

Learning is a relationship.

Every agent belongs to a learning environment: a method, a curator, human mentors and a history of evidence. The agent and its environment evolve together.

01

Observe

Preserve the source. Notice what is available — and what is missing.

02

Interpret

Apply an explicit frame. Keep observations and hypotheses distinct.

03

Reflect

A curator examines uncertainty and prepares useful questions.

04

Learn

Human feedback becomes a proposed change, with its origin intact.

05

Verify

Test on a new case. Release improvements that earn their place.

↳

THE NEXT ENCOUNTER BEGINS WITH A BETTER QUESTION

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05 / INSIDE THE LAB

Real practice. A foundation for research.

We collaborate with practitioners and representatives of different schools of psychology, coaching and training. These relationships connect our lab with human expertise, methods and real-world practice data — the foundation for developing and teaching our agents.

  • 01Practitioners and mentors across different schools
  • 02Methods, exercises and teaching materials
  • 03Session recordings and real-world case reviews
  • 04Expert annotation, feedback and evaluation
PRACTICE × DATA × RESEARCH

Together with practitioners, we turn experience into research material and test agents in meaningful contexts. Data use is agreed with participants; experts help interpret the results.

BUILT INTO THE FOUNDATION
01

Evidence before certainty

Every interpretation should lead back to what was actually observed. Unknowns remain visible.

02

Methods with boundaries

The chosen worldview, its concepts and its limits are explicit. Different perspectives can coexist.

03

People retain agency

Participants agree on the agent's role, use of their data and when it may intervene.

04

Learning with accountability

More conversations do not automatically mean better agents. Improvements require review and evaluation.

THE NAME / THE INTENTION

Ancient resonance. A future in the making.

Named for the Egyptian goddess Neit, our identity brings an ancient name into a new field of inquiry. Interwoven lines become our visual language for perception, relationship and possibility.

LET’S DEFINE THE NEXT QUESTION

What could a deeper field of view change?

A focused pilot starts with one setting, one meaningful question and a way to tell whether the agent helped.

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NEITVISION / PILOT STUDIO

A clear beginning.

What material could you work with?