Creative Reasoning Model
Explore more than one answer to complex business problems.
Diverge, evaluate, and converge on stronger paths within real business constraints.
Learn moreTechnology
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.
Understand / Core Models
Understand business. Understand people.
Let open-ended problems diverge while preserving human differences and contradictions.
Creative Reasoning ModelSubjective World Model
Act / GEA Architecture
Turn understanding into sustained action.
Bring enterprise rules, prior decisions, and business signals into execution.
Context SystemLong-Horizon Agent Runtime
Production / Enterprise Agent Foundations
Make action reliable in production.
Make long-running action measurable, governed, and ready for existing enterprise environments.
Agent Reliability & EvaluationSecurity & GovernanceEnterprise Integration & Deployment
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.
Subjective World Model
Model how people perceive, think, feel, and decide.
Make subjective worlds explorable, testable, and continuously calibratable.
Learn moreGEA Architecture
Understand the enterprise.Keep work moving to completion.
The Context System provides current enterprise context. The Long-Horizon Agent Runtime preserves goals and state so action keeps moving.
Context System
Help agents understand what is happening in the enterprise—and act on it.
Connect content, data, knowledge, rules, relationships, and events; provide current context for each task; and continuously write decisions and outcomes back.
Learn moreLong-Horizon Agent Runtime
Move work forward without waiting for a prompt.
Sense signals and initiate action; preserve goals and state across interactions and systems; use the Harness to invoke skills and tools; and bring people in when needed.
Learn moreRun & Evolve
From one complete run to a better next run.
Models, context, and the runtime complete the work together. Trajectories and outcomes are evaluated, and validated improvements return to the next run.
01
Complete run
02
Evaluate outcomes
03
Validate change
04
Next 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.
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
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
Enterprise Integration & Deployment
Bring agents into existing systems— not another isolated stack.
Connect existing systems and agents through Agent Skills, APIs, MCP, A2A, and events, with support for public-cloud, private-cloud, and hybrid deployment.
- Agent Skills
- Enterprise system connectivity
- APIs, MCP, A2A & events
- Capability contracts & versions
- Flexible deployment architecture
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.
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.
Enterprise trust by design
SOC 2 Type I and ISO/IEC 27001 establish a security and compliance foundation for data protection, access control, and enterprise adoption.
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
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.