Where it pays first

Expensive workflows with many turns and many tools.

Eigen One earns its place where an agentic workflow is already running, already costing real money, and already hard to explain. Those are the workflows to benchmark first.

What makes a strong first workflow.

Five signals, and the more of them a workflow has, the clearer the comparison will be.

  • 01

    Multiple model turns per task

  • 02

    Several tools or systems involved

  • 03

    Context repeated across turns

  • 04

    Clear completion criteria

  • 05

    Meaningful execution volume

The compounding asset

The Company Brain

Each workflow you move onto the execution layer leaves behind validated plans, evidence paths, tool relationships and policies. Those accumulate into a structured account of how your company performs its work.

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Each function accumulates its own validated plans, evidence paths and policies. Connected, they form one structured account of how the company performs its work.Company Brainhow your work actually gets doneSalesSupportFinanceRiskOperationsCompliance

Ten workflows that fit.

  • 01

    Compliance investigations

    Alert triage, screening, aggregation, typology assessment and disposition, with the policy check standing between the conclusion and the action.

  • 02

    Customer-service resolution

    Multi-turn resolution across account systems, order systems and knowledge sources, with escalation where the policy requires a person.

  • 03

    Insurance claims review

    Coverage checks, document extraction, deterministic calculation and a reasoned recommendation the adjuster can read and defend.

  • 04

    Procurement analysis

    Supplier, contract and spend data pulled from separate systems, compared on the same terms, then summarized against your policy.

  • 05

    Financial reconciliation

    Matching and variance work that belongs in deterministic code, with the model kept for explaining the exceptions.

  • 06

    Security investigations

    Enrichment across many sources in parallel instead of one alert at a time, with the evidence trail recorded for the case file.

  • 07

    IT incident response

    Triage, correlation and remediation steps, where the consequential actions stay behind an approval the plan enforces.

  • 08

    Contract review and approval

    Clause extraction, comparison against your standards, and a routing decision that carries the reason it was made.

  • 09

    Research and due diligence

    Wide gathering that runs in parallel, then a narrower set of model steps for judgment and the written conclusion.

  • 10

    Enterprise operations automation

    Long multi-system processes where a single failed step used to mean restarting the whole run.

Frequently asked questions

Which workflow should we start with?+

The most expensive repetitive agentic workflow you already run in production. It should have multiple model turns, several tools, repeated context, clear completion criteria and enough volume that the result matters.

What does the comparison actually measure?+

Cost per successful task first, then latency, reliability and explainability. Both sides run the same tasks with the same models and tools under equivalent quality and policy requirements, which is what isolates the value of the execution layer.

Do we need to rebuild the workflow to try it?+

No. Compatibility Mode needs one endpoint change and gives you the measurement. Rebuilding around the task-and-tools contract is what unlocks full planned execution, and that decision can wait until the numbers are in.

What about regulated environments?+

Regulated work is where planned execution helps most, because the plan carries the policy and the approval gates, and the receipt shows which evidence supported which decision. The same execution plans run in your VPC or fully on premises.