Truna

Intelligence, owned — not rented.

A Truna specialist is an asset you hold, not a service you call.

Runs the function

End-to-end: weighing every opportunity and risk, putting resources where they count.

Inside your walls

Deployed on your premises — your data never leaves them.

Starts useful

Advisory on live decisions first; runs the function as trust grows.

Proposes the next move

The cheapest experiment that settles the question at hand.

Learns from what you try

Results fold back in — the specialist becomes more yours.

Yours as it grows

Every outcome compounds into weights you own, on your side of the wall.

Manufacture the experience.
Measure the coverage.
Ground it in the company.

Not synthetic text — synthetic experience: worlds, decisions, consequences. Generation stops only when measured coverage of the space saturates.

the domain's decision space — expertise concentrating where your company lives

Map the space

The machine maps the decision space as it explores it — including what hasn't happened yet.

Generate experience

From minimal seeds, deep decision sequences expand across the whole mapped space — not just around the sample.

III

Measure coverage

Coverage is a number, measured continuously. Generation halts only when it saturates.

Ground the company

Domain training teaches the space of possible worlds; your company's evidence locates the one that's real.

M_base + D_domain → M_domain · M_domain + D_company → M_{domain@company} · trained across possible worlds, grounded in the real one

One seed sentence.
An entire coherent world.

From a single seed: a self-maintaining power plant — engineering, failure modes, repair doctrine — coherent enough to interrogate. A scenario is a region to master, not a fact to memorize.

Annotated cutaway of a generated molten-salt plant: containment dome, dry cooling towers, switchyard, perimeter — the plant itself — grown from one seed sentence, annotated by the machine that imagined it

A flagged bearing on a salt pump skid, vibration sensor and telemetry node annotated — a fault is flagged —

A failed cartridge extracted by a heavy-lift arm, guide dowels annotated — the failed part comes out —

The restored skid back online, nominal indicator lit, the repair unit departing — and the skid returns to nominal.

one repair cycle, followed through · see the world sample →

Four measurements. One direction.

Coverage, context, discovery, transfer — measured independently. All of it points the same way.

every concept vs ≤22%

Twenty generated sequences reach every tracked concept in four domains; an unbounded multi-agent frontier run reaches at most 22%.

measured · pilot scale · aug 2026

92 vs 42

One real decision: ~1,000 generated sequences in context yield 92 exclusive high-impact considerations — the same frontier model alone finds 42.

measured · one decision · blind-scored

94% of 27B

A 2B model taught one planning step from our plans reaches 94% of its 27B teacher — sampled eight times, it equals it.

measured · micro-scale transfer · blind-judged

5 mechanisms

Run blind against a frontier-built model of a capital decision, discovery surfaced five missing mechanisms — the economics reversed.

illustrative scenario · blind protocol

every figure traces to a study · full methods and data on request

Composed, they run the business.

One specialist runs a function. A few, composed, run the company — each grounded in your reality, each outcome making them more yours.

Earned in public: studies first, then specialists judged blind against strong baselines on frozen historical decisions.

Three founders. Twenty years.

Together since IIT Delhi, 2006.

Expert models, trained to compound your business.

Intelligence, owned — not rented.

Runs the function

Inside your walls

Starts useful

Proposes the next move

Learns from what you try

Yours as it grows

Manufacture the experience.
Measure the coverage.
Ground it in the company.

Map the space

Generate experience

Measure coverage

Ground the company

One seed sentence.
An entire coherent world.

Four measurements. One direction.

Research.

Filling the decision space

What the model did not know

Expertise, lent by data

Into the weights

Composed, they run the business.

Three founders. Twenty years.

Intelligence, owned — not rented.

Runs the function

Inside your walls

Starts useful

Proposes the next move

Learns from what you try

Yours as it grows

Manufacture the experience.Measure the coverage.Ground it in the company.

Map the space

Generate experience

Measure coverage

Ground the company

One seed sentence.An entire coherent world.

Four measurements. One direction.

Research.

Filling the decision space

What the model did not know

Expertise, lent by data

Into the weights

Composed, they run the business.

Three founders. Twenty years.

Manufacture the experience.
Measure the coverage.
Ground it in the company.

One seed sentence.
An entire coherent world.