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Side-by-side prospecting operating model comparison

Comparisons · checked 21 July 2026

Compare operating models without hiding the unknowns

Evaluate workflow, data provenance, human control, maintenance, and cost drivers under one reproducible task. Public details change; configuration-dependent and undisclosed states remain explicit.

Build a transparent cost model

Three controlled comparison cases

Agent-native workflow

Test whether the task can run in the existing agent context, disclose sources per consequential field, preserve uncertainty, and require approval before external action. Record runtime, provider, and engineering costs separately.

Seat-based platform

Test the same brief in the vendor workspace. Record onboarding, filter expression, source disclosure, export controls, plan limits, security documentation, and the effort needed to reproduce a result outside the interface.

Browser automation

Test stability when interfaces, sessions, and page structures change. Record credential scope, retry behavior, logging, maintenance time, platform restrictions, and whether a reviewer can reconstruct why each record was selected.

DimensionEvidence to recordFair decision rule
WorkflowSetup path, task expression, review gatesSame frozen brief
DataSource, timestamp, transformation, unknownsSame required fields
ControlPermissions, suppression, export, deletionSame operator policy
CostSeats, credits, runtime, maintenance, reviewSame accepted output
QualityFalse positives, false negatives, overridesSame labeled sample

Unknown does not mean inferior. It means public evidence did not support a definite claim on the checked date. Request current first-party documentation before assigning a score.

Run the same task and keep the evidence

The button copies the installer only; you decide when and where execution begins.

npx -y @okki-global/okki-go-taroball