Inbound AI SDR Pilot Lab

• The ten valid organic domains for AI SDR include AiSDR, Salesforge, Reddit, Qualified, Saleshandy, Salesforce, Coldreach, Artisan, ZoomInfo, and Monday. AiSDR's exact-match brand/domain ranks #1
• most other results are vendor sites or vendor-authored comparisons. AI SDR software also triggers an AI Overview that names AiSDR, Amplemarket, Artisan, 11x, and Clay, followed by Salesforge, AiSDR, Reddit, Saleshandy, ZoomInfo, and similar pages. Direct supply is strong. [Clara](https://clarasdr.ai/) publicly offers 10 free buyer conversations and a $299/month plan with 300 conversations. [AiSDR](https://aisdr.com/pricing/) starts at $250/month and lists $900/month and $2,500/month tiers. [Qualified Piper](https://www.qualified.com/ai-sdr) also focuses on inbound website visitors. The public [SDR-Bench](https://arxiv.org/abs/2607.20471) shows that sales personalization can be evaluated systematically. The open position is not another AI SDR. It is a vendor-neutral, reproducible procurement and acceptance layer built around the buyer's own ICP, product facts, and qualification policy. No interactive pilot workbench appeared in the Top 10, but that is only a SERP observation—not proof of paid demand. Ahrefs DR remains missing, so SERP Gate D3 is paused and KD 5 cannot be treated as a competition pass.

MVP Checklist

1. 1.Define the fixed schema, create three redacted samples, and establish a human-scored baseline proving the model can cite transcript evidence consistently.
2. 2.Build the full Pilot Lab loop: input → 20 scenarios → transcripts → scoring → report.
3. 3.Build Sample Report and export so a buyer can share the result with founders, RevOps, and security.
4. 4.Build Home, Pricing/Pilot, Payment Link, and basic events; begin outreach to 30 target accounts.
5. 5.Add FAQ, About, privacy language, SEO, error handling, mobile support, and usage monitoring.
6. 6.Add accounts, a database, collaboration, or vendor integrations only after payment and recurring-test demand are proven.