ELRIC Lab · Benchmarks 2026
2026 Benchmark — AI agent platforms for SMBs
We tested 11 platforms on the same scenario: a 30-person SMB (Google Workspace + HubSpot) automating meetings → tasks → sales follow-ups. Here is the reproducible scoring.

Final ranking
Scores are reproducible: same SMB scenario, same duration, same 8 weighted criteria. Details in the methodology section and CSV download.
11 platforms tested on the same SMB case (meeting → tasks → follow-up) with 8 weighted criteria.
Governed SMB execution, meetings, Open Space
Enterprise IT, custom builder
100% Microsoft companies
Brainstorming and writing
Individual analysis
Simple no-code automations
French sovereign chat, individual analysis
Visual no-code app scenarios
Internal notes and wiki
Self-hosted technical workflows
Software development only
Methodology
Each tool was evaluated for 3 hours on the same workflow: simulated meeting → extraction → tasks → follow-up → weekly report.
11 platforms tested on the same SMB case (meeting → tasks → follow-up) with 8 weighted criteria.
Each tool was evaluated for 3 hours on the same workflow: simulated meeting → extraction → tasks → follow-up → weekly report.
Test case: 30-person SMB on Google Workspace + HubSpot. Simulated 45-min sales meeting → 6 action items → D+3 follow-up → weekly report. Each platform gets 3 hours on the same workflow.
Detailed scoring (top 4)
| Critère | Poids | ELRIC | StackAI | Copilot | ChatGPT |
|---|---|---|---|---|---|
| End-to-end execution | 20% | 18 | 16 | 10 | 8 |
| Governance & audit | 15% | 14 | 14 | 12 | 10 |
| Business integrations | 15% | 13 | 12 | 14 | 8 |
| RAG / memory | 15% | 14 | 12 | 11 | 9 |
| Meetings → work | 10% | 10 | 5 | 8 | 4 |
| SMB pricing | 10% | 9 | 7 | 5 | 6 |
| Business team UX | 10% | 9 | 8 | 10 | 9 |
| EU / GDPR | 5% | 5 | 6 | 8 | 4 |
Limitations
- Scores based on standardized test case, not all possible use cases.
- Enterprise pricing often custom — public estimates July 2026.
- Cursor penalized outside dev context (business score, not IDE quality).
Questions fréquentes
- How do I reproduce this benchmark?
- Use the same test case: 30-person SMB, 45-min sales meeting, 6 actions, D+3 follow-up, weekly report. Document each automated or manual step.
- How often is this updated?
- Quarterly — next update October 2026.
- Why is Mistral Le Chat scored 57/100?
- Excellent French sovereign chat, but no workspace execution, CRM integrations or meetings → tasks pipeline. See the dedicated Elric vs Mistral Le Chat comparison.
- Are Make and n8n direct Elric competitors?
- No — they are automation engines. Make scores 56/100 (visual scenarios without native intelligence). n8n 52/100 (self-hosted, long time-to-value for SMBs without devs). See /compare/make and /compare/n8n.