What Is Sasha?

A Decision System, Not a Chatbot

The Core Idea

Sasha is not an AI model. It is a decision system.

Models generate tokens. Businesses need accountable decisions.

Sasha sits above any LLM and turns intelligence into controlled, auditable outcomes. Model choice is a configuration detail, not a dependency.

"Sasha doesn't replace judgment — it operationalizes it."

What Makes Sasha Different

AI-Native, Model-Agnostic

Sasha works with Claude, OpenAI, open models, and future providers:

Swap models without breaking workflows
Use frontier intelligence only where it adds value
Avoid vendor lock-in while continuously improving quality and cost

Own the Workflow, Not the Tokens

Value accrues at the workflow layer:

Orchestration
Approval chains
Audit logs
Human-in-the-loop controls

Sasha embeds AI into real operational processes, not chat windows.

The distinction: Hyperscalers sell intelligence. Sasha delivers outcomes.

Built for High-Trust Environments

Sasha is designed for organizations that cannot "just try a chatbot":

graph LR subgraph Trust["Enterprise Requirements"] A["Deterministic
execution paths"] B["Full traceability
of decisions"] C["Versioned context
and logic"] D["Clear responsibility
boundaries"] end style A fill:#dcfce7,stroke:#22c55e style B fill:#dcfce7,stroke:#22c55e style C fill:#dcfce7,stroke:#22c55e style D fill:#dcfce7,stroke:#22c55e

Deterministic execution paths - Same inputs produce same outputs
Full traceability - Every input, prompt, tool use, and output is logged
Versioned context - Decision logic is tracked and auditable
Clear boundaries - Explicit separation between human and AI responsibility

Continuous Evaluation

Sasha treats measurement as infrastructure, not afterthought:

Regression tracking
Failure detection
Quality scoring over time

Result: AI that gets better without becoming riskier.

Cost Discipline

Sasha approaches AI costs strategically:

Mix frontier, mid-tier, and local models intelligently
Reduce inference spend without reducing outcome quality
Deploy on-edge or in controlled environments when required

Impact: Lower long-term AI cost curve than generic copilots.

Autonomy With Guardrails

Sasha enables real autonomy without loss of control:

Capability	Guardrail
Autonomous execution	Scoped authority, not unrestricted agents
AI-driven decisions	Explicit handoff points to humans
Tool access	Safe-by-default permissions
Complex workflows	Clear "stop" and "explain" semantics

Infrastructure Thinking, SaaS Usability

Enterprise-grade architecture underneath
Simple, opinionated interfaces for non-technical users
Pre-built patterns instead of prompt engineering

Translation: Power without fragility.

What Sasha Is Not

Sasha Is	Sasha Is Not
A decision system	Another chatbot
Model-agnostic	Locked to a single provider
Built for regulated environments	Experimental AI for low-risk tasks
Workflow infrastructure	A prompt library

The Enduring Bet

AI models will be commoditized.

Decision systems will not.

Sasha is built for the part that endures.