The Numbers
SaaStr ran an AI agent (Qualified's Amelia) at SaaStr AI Annual 2026. Conference metrics:
- 2.2M website sessions
- 442,000 chats handled
- 614 qualified meetings booked
- Average sponsor deal size: $85K
That is a 0.14% chat-to-meeting conversion rate. Worth noting: no human BDR team could handle 442K conversations in three days. SaaStr founder Jason Lemkin says they would have needed 3 to 10 BDRs, with 3 to 6 month tenure cycles.
The B Lead Thesis
Lemkin's take: put AI on B leads, not A leads. A leads close themselves. The $1M inbound sponsor gets a response in 60 seconds regardless. B leads are real ICP fit, real signal, but expected value per lead is too low for human reps to prioritize.
SaaStr says its slightly-warm outbound agent (Artisan) recovered $500K in sponsor revenue from B leads this year. That comp is sitting in your Salesforce right now, according to Lemkin.
What This Means for Sales Teams
If you are running inbound with a Contact Us form in 2026, you are leaving pipeline on the table. The conversion math: even at 0.14%, an AI agent handling 100K website chats books 140 meetings. Your SDR team is not taking 100K chats.
Qualified is the vendor to watch here. They power SaaStr's agent stack and position as pipeline generation, not support tooling. For teams evaluating AI chat, the question is whether your lead volume justifies the tooling cost and whether you can score B leads accurately enough to let an agent route them.
SaaStr also said AI agents drove 40% of attendance growth at this event and handled 139,156 conversations total. The company is running its conference business at 132% of last year's scale. That is the demand signal: if event companies are using AI to book meetings at volume, B2B sales teams should be asking what their own conversion rates look like.
The Boring Part No One Talks About
Lemkin says every agent SaaStr runs started as a boring tool. Dashboards became agents after 600 to 1,000 commits each, seven to eight commits per day, over months. The pattern: pick something broken in your stack, replace it with something you can code against, add context until it becomes an agent.
Headless Salesforce is the highest-ROI move most teams are not making, according to Lemkin. Spin up Replit or Lovable, connect via API, build workflows you cannot do natively. He has not logged into Salesforce in two companies. He queries it in real time instead.
One more thing: spend more time with agents, not less. SaaStr's marketing agent started writing better re-engagement emails than any human marketer after months of interaction. The fire-and-forget narrative is wrong. Even your best human gets better when you spend time with them each week. Agents work the same way.