Technology

Technology for agentsthat understand, act proactively,and run reliably in production.

For complex business work, Tezign integrates core models, the Context System, the Long-Horizon Agent Runtime, and enterprise foundations into one technology stack.

Core Models

Different forms of complexityrequire different models.

The Creative Reasoning Model addresses open-ended business problems. The Subjective World Model represents how people perceive, think, feel, and decide.

Creative Reasoning Model

Explore more than one answer to complex business problems.

Diverge, evaluate, and converge on stronger paths within real business constraints.

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Subjective World Model

Model how people perceive, think, feel, and decide.

Make subjective worlds explorable, testable, and continuously calibratable.

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GEA Architecture

Understand the enterprise.Keep work moving to completion.

The Context System provides evolving enterprise memory. The Long-Horizon Agent Runtime lets agents sense change, initiate action, and keep work moving without waiting for a prompt.

Context System

Give agents enterprise memory.

Connect content, knowledge, rules, relationships, and decision trails into evolving enterprise context.

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Long-Horizon Agent Runtime

Move work forward without waiting for a prompt.

Sense enterprise signals and context changes, initiate next actions, manage goals, plans, and state across interactions and systems, and bring people in when judgment is needed.

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One system in motion

From question intake to decision write-back

See how models, context, and the runtime work together to complete a long-horizon task.

Explore one complete run

Enterprise Agent Foundations

Agents that act proactively—and remain reliable and governed.

Three engineering foundations determine whether work completes reliably, action remains governed, and agents can integrate with existing enterprise environments at scale.

01

Agent Reliability & Evaluation

Make long-running work observable, measurable, and recoverable.

Evaluate complete tasks rather than isolated answers, recording execution and business outcomes to locate failures and verify improvements.

  • Task & execution records
  • Task-level evaluation
  • Recovery & retry
  • Outcome feedback loops
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02

Security & Governance

Keep every action governed, with clear access and accountability.

Carry identity, access, context disclosure, human approval, and audit through every stage of agent action.

  • Identity & fine-grained access
  • Progressive context disclosure
  • Human oversight & approval
  • End-to-end auditability
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03

Enterprise Integration & Deployment

Bring agents into existing systems— not another isolated stack.

Connect to existing systems through Agent Skills, APIs, MCP, and events, with support for public-cloud, private-cloud, and hybrid deployment.

  • Agent Skills
  • APIs, MCP & events
  • Enterprise system connectivity
  • Flexible deployment architecture
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Proof & Trust

Built through research.Proven in production.

From proprietary R&D and regulatory filings to security, compliance, and enterprise deployment, technology earns trust through continuous validation.

01

Proven in real production

As of July 2026, Tezign served 180+ enterprise customers. The Context System supported 10 PB+ of high-context-density enterprise data and 10B+ tokens deployed per month.

02

Enterprise trust by design

SOC 2 Type I, ISO/IEC 27001, and algorithm and large-model filings provide a security and compliance foundation for enterprise agents.

03

Recognized by global research firms

Tezign has been recognized by leading global research firms including Gartner and Forrester.

Technology foundation

180+

AI Patents and Patent Applications

Patents and patent applications

50+

Software Copyrights

Software copyrights

7+

Algorithm and Large-Model Filings

Six algorithm filings plus one large-model filing

Explore security and compliance

Technical questions

How it works—and what production requires.

01

What makes up Tezign's enterprise agent technology stack?

The stack combines two core models, the Context System, the Long-Horizon Agent Runtime, and three enterprise agent foundations: reliability and evaluation, security and governance, and enterprise integration and deployment. Together they form Tezign GEA rather than separate, isolated products.

02

How do the two models, Context System, and runtime work together?

The Creative Reasoning Model explores and converges viable paths for complex business problems, while the Subjective World Model helps model human perception and decision-making. The Context System supplies enterprise context with provenance, permissions, and time, and the Long-Horizon Agent Runtime maintains goals and execution state, invokes skills and tools, and keeps work moving toward outcomes.

03

How should an enterprise decide whether an agent is ready for production?

Evaluation should extend beyond model output to task success, execution traces, recovery, identity and access, approvals and audit, system integration, deployment boundaries, and business outcomes. High-risk actions require explicit human accountability and stopping conditions; demo quality alone is not production readiness.

Ready when you are

Build production-readyenterprise agents with us.