TURINTIR / COMPANY

Intelligence built around the work.

TURINTIR builds specialized AI systems that research, reason, remember and act inside professional workflows—while people keep the judgment.

WHY TURINTIR EXISTS

Expert judgment should not be spent on repetitive work.

Between a question and a defensible decision sits research, verification and operational follow-through. TURINTIR carries that work. People keep the consequential decisions.

DOMAIN JUDGMENT

Domain judgment, made executable.

Professional judgment defines the standard. The system carries the repeatable work within it.

THE STANDARDWhat good
work means.
Criteria · evidence · accountability
TURINTIR / EXECUTION FIELDCONTROLLED SCOPE

01 / ACTIVE STATEGather and structure the evidence the approved standard requires.

CONTROL BOUNDARYHuman
approval.

Autonomy ends where consequential judgment begins.

STANDARD → RESEARCH → REASON → ACTThe system carries the repeatable work.
The accountable person retains the decision.

THE CONTROL ARCHITECTURE

Six capabilities. One control system.

Five operational capabilities work around one approved objective. Control governs the field.

OPERATING ARCHITECTURE / 06 CAPABILITIESOne approved objective. One governed state.
APPROVEDObjectiveCONTROLLED STATE 01
01 / UNDERSTANDPerception

Finds the signals that matter across fragmented sources.

UNDERSTAND → DECIDE → EXECUTE → RETAINControl defines the system’s operating boundary.

BUILT INSIDE THE WORK

FORGE began inside the work—not around a demo.

Live briefs, market maps, search hypotheses and hiring feedback shaped the system before they shaped the product story.

Every TURINTIR system must earn its field the same way.

FROM WORK TO SYSTEM

One demanding workflow.
One executable system.

Role, market, evidence, human decision and memory become one operating model.

REAL PROFESSIONAL WORK / UNRESOLVEDONE OBJECT · FIVE RESOLVING STATESEXECUTABLE OPERATING MODEL
00 / RAW MANDATEA demanding mandate.

Ambiguous context. Fragmented evidence. A consequential decision.

05 / RESOLVEDExecutable system.

Specific enough to act. Controlled enough to trust.

01 / DEFINERoleDefine the work.

ROLE → MARKET → EVIDENCE → HUMAN DECISION → MEMORYThe same mandate becomes more resolved at every state.

THE OPERATING PRINCIPLE

Carry the work.
Keep the judgment.

The system executes the repeatable. People remain accountable for the consequential.

COMPOUNDING INTELLIGENCE

Every completed search moves the next starting line forward.

Only approved, sourced learning is retained—so future work starts with evidence already earned.

DECISION MEMORYTHE STARTING LINE MOVES FORWARDAPPROVED LEARNING ONLY
SEARCH 01 → APPROVED LEARNING → SEARCH 02 → APPROVED LEARNING → SEARCH 03Completed work becomes the next starting advantage.

SPECIALIZED SYSTEMS

Shared architecture.
Field-specific intelligence.

The architecture is shared. The intelligence inside each system is different.

TURINTIR / SPECIALIZED INTELLIGENCE

Intelligence built around the work.

Specialized systems share one controlled architecture. People keep the consequential decisions.

Explore TURINTIR systems
FORGE / FREE ONE-DAY PILOT

One role. One free FORGE day.

Give FORGE one real role and we run one research cycle around your brief.
You see exactly what it returns — with no paid commitment.

HIRING PROBLEM · STEP 1 OF 2

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