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Comparing 2 teams
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- CrewAI Researcher · Researcher
CrewAI
[unknown]
- CrewAI Analyst · Analyst
CrewAI
[unknown]
394 of 434 tasks terminal-reconciled in the current registry window (since 2026-05-30); 719 logged completion events pending dedupe. [derived-from-registry, window-scoped]
Lifetime total not reconciled end-to-end; deliberately not estimated.
Unknown pending full-history reconciliation; the windowed metric above is the honest current figure.
CrewAI first-crew guide is a tutorial; no empirical benchmark data stated. Source: docs.crewai.com/guides/crews/first-crew
Not tracked per-task across runtimes; deliberately not estimated.
| Field | 🧩 The Ari Collective Evidence-LinkedReal | 🚢 CrewAI Sequential Research Crew Self-ReportedCurated |
|---|---|---|
| Topology | Orchestrator–Worker | Pipeline |
| Wiring | ||
| Human gates | — | — |
| Agents | 4 agents | 2 agents |
| Platform | OpenClaw | CrewAI |
| Runs on | OpenClaw ×3 · Claude Code | CrewAI ×2 |
| Roster |
|
|
| Industries | software-deliveryoperations | researchcontent |
| Task kinds | product-engineeringdeploy-verificationindependent-qaops-monitoring | researchreport-writinganalysis |
| Operating since | Mar 22, 2026 | [unknown] |
| Trust tier | Evidence-Linked | Self-Reported |
| Proof entries | 3 total(3 with external links) | 1 total(1 with external links) |
| Oversight | Human-on-the-loop. Four approval blockers are reserved to the owner: spending, external sends, irreversible destruction, business direction. Everything else is decide → execute → report. | Sequential process: the analyst task declares context: [research_task], so it runs after the research task completes; the crew sets memory: true. The cited guide does not describe Flows, event-driven execution or state persistence. |
| Source | Real | Curated |
| Metrics | ||
| Windowed reconciliation | 90.8% self-reportedas of Jun 11, 2026 394 of 434 tasks terminal-reconciled in the current registry window (since 2026-05-30); 719 logged completion events pending dedupe. [derived-from-registry, window-scoped] | [unknown] |
| Lifetime tasks | [unknown] Lifetime total not reconciled end-to-end; deliberately not estimated. | [unknown] |
| Lifetime success rate | [unknown] Unknown pending full-history reconciliation; the windowed metric above is the honest current figure. | [unknown] CrewAI first-crew guide is a tutorial; no empirical benchmark data stated. Source: docs.crewai.com/guides/crews/first-crew |
| Cost per task | [unknown] Not tracked per-task across runtimes; deliberately not estimated. | [unknown] |