WORKFLOWS

Deterministic Automation for High-Reliability Operations

Workflows allow companies to automate repeatable tasks with full confidence in outcome accuracy. Everything operates on verifiable logic—no hallucinations, no unpredictable behavior.

Enable predictable, consistent execution for mission-critical business processes that can't afford the uncertainty of token-driven agents.

Deterministic Workflows
Built Right

Foundation

What Are Task Blocks?

Task Blocks are deterministic, atomic action units that perform structured, validated operations on the web. Each block follows a strict input → action → output cycle with built-in checks to guarantee correctness.

In traditional LLM workflows, steps rely on probabilistic guesses. Task Blocks eliminate that uncertainty entirely. Each block has explicit constraints, data validation rules, and predictable behavior irrespective of context.

This makes Task Blocks ideal for operations like lead processing, research workflows, QA automation, customer onboarding, compliance steps, and any process that demands accuracy and repeatability.

Atomic Actions

Each block performs a single, well-defined action with guaranteed outcomes.

Strict Validation

Preconditions and postconditions ensure blocks only execute when ready and succeed when complete.

Deterministic Execution

Same inputs always produce the same outputs, eliminating variability and uncertainty.

Process

How Workflows Work

Three simple steps to build reliable, scalable automation workflows.

Step01

Define Your Blocks

Each block captures a single action: searching a page, extracting data, filling a form, triggering an API, updating a CRM, sending an email, etc.

Blocks are modular, reusable, and enforce strict consistency. Define once, use everywhere.

Step02

Chain Blocks Together

Blocks are connected sequentially or conditionally to form automated pipelines. With each block's output becoming the next block's input.

The workflow becomes a reliable execution graph with guaranteed flow control and data validation at every step.

Step03

Execute with Confidence

Workflows run deterministically with zero randomness. Each step is verified, logged, guarded, and re-runnable.

This ensures consistent results, even across large-scale, parallel operations with thousands of concurrent executions.

Benefits

Why Task Block Workflows?

Workflows provide enterprise-grade automation without depending on language-model probability. They're faster, cheaper, and significantly more deterministic—ideal for businesses that can't afford inconsistent output.

90%
Cost Reduction

Removes token-based reasoning costs through deterministic execution pathways. No LLM calls means no token bills.

1.9X
Speed Improvement

Can run multiple branches of a workflow in parallel, dramatically reducing total completion time compared to sequential LLM agents.

97%
Reliability

Strict validation ensures minimal operational errors and near-perfect consistency across all workflow executions.

Comparison

Task Blocks vs. LLM Agents

Modern LLM agents are powerful but inherently probabilistic. Task Blocks offer deterministic alternatives for businesses where accuracy and reliability matter more than creativity or reasoning flexibility.

Task Blocks

  • Guaranteed deterministic execution
  • Strict precondition validation
  • Fully validated outputs
  • Zero hallucinations
  • True parallelism
  • Enterprise-grade consistency
×

LLM Agents

  • Probabilistic output
  • No inherent validation
  • Occasional hallucinations
  • Mostly sequential execution
  • Highly variable performance
  • High token costs at scale

Use Cases

Where Task Block Workflows Excel

Perfect for mission-critical operations that require precision and reliability.

1

Lead Processing

Automate lead qualification, enrichment, and routing with guaranteed data accuracy and zero missed opportunities.

2

Research Workflows

Extract, validate, and structure data from multiple sources with consistent formatting and complete traceability.

3

QA Automation

Run comprehensive test suites with deterministic results, making debugging and regression testing reliable.

4

Customer Onboarding

Streamline account creation, verification, and setup processes with validated steps and error recovery.

5

Compliance Steps

Execute regulatory checks and documentation with full audit trails and guaranteed compliance.

6

Data Migration

Transfer data between systems with validation at every step, ensuring zero data loss or corruption.

Ready to Build Reliable Workflows?

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