Built This Week/Guests

Guests

Anis Bennaceur

Anis Bennaceur is co-founder and CEO of Attention, an AI revenue platform that captures sales conversations, fills every CRM field and suggests next best actions to win deals.

Anis Bennaceur is the co-founder and CEO of Attention, an AI revenue platform for sales teams. It captures sales conversations, fills every CRM field and tells reps, managers, leaders and RevOps what to do next. Attention is a Series B startup with about 70 employees, and its customers include Scale AI, Lovable and Bamboo HR. Anis joined us in Episode 45 (June 5, 2026).

What Attention does

Anis started Attention after a bootstrapped company where every deal mattered (08:29). The first product was a real-time coach that told sellers what to say during calls. Within a few weeks of launch, users stopped caring about it, and buyers would not pay for it.

Coaching is a vitamin. People wanna buy painkillers, and the biggest painkiller was actually filling the CRM.

— Anis Bennaceur, Episode 45

So Attention flipped: record calls, auto-fill Salesforce (later HubSpot too) and write follow-up emails. Anis noticed he used that version several times a day himself. Over time it added emails, chat and Slack messages as inputs, and in 2024 it began pushing insights to wherever people work, such as Slack, CRM and email reports. Today a proactive section lists each rep's next best actions.

Key ideas from the conversation

  • Every field, not a summary (14:53). If a prospect tells an SDR they're locked into a competitor's contract for six months, Attention captures the renewal date and writes it to the CRM. Anis said the odds of the SDR typing that in are close to zero.
  • Don't build a new CRM (15:44). Buyers he talks to who tried AI-native CRMs hated them, and new revenue leaders often switch back to Salesforce or HubSpot. Attention puts its engineering into actions instead.
  • Judgment times AI skill (17:54). Looking at Cursor usage in 2025, Anis found the biggest AI spenders were either the weakest or the strongest engineers. Attention now rates people on judgment and AI fluency, and bad judgment plus heavy AI use produces slop.
  • Capped Claude budgets (19:06). Attention is an Anthropic shop. Most staff are capped at a few hundred dollars on top of normal Claude usage; top people get unlimited spend, and Anis or his co-founder approves extra requests. Jordan was less sure caps are right, and said OpenAI Codex computer use drove a token spike that took two and a half weeks to trace.
  • LLM cost per client and feature (22:39). An engineer on Anis's team built tracking for what each client and each feature costs in LLM calls, which guides model choices.
And I noticed something really interesting, right, which was the people who were actually spending the most money on AI on Cursor were either the bottom engineers or some of the top engineers and no one in the middle.

— Anis Bennaceur, Episode 45

The reality is in lot of cases, workflows, just deterministic workflows tend to work as well, if not better, than stochastic agents.

— Anis Bennaceur, Episode 45

Jordan agreed with that last point (24:57): he starts with an agent SDK, then usually ends up with step-by-step LLM API calls.

What we built for the episode

Anis had just open-sourced a dialed-down version of Attention's sales coaching stack, which scores one conversation at a time. Sam built the next step on top of it (01:57): a Monte Carlo pipeline forecast dashboard. On fake data, it ran 10,000 trials to compare an AI forecast of $1.17M with a CRM commit of $1.44M. It also had deal-risk drill-downs, a live call scorecard (67 out of 100) and macro scenarios.

Anis said Attention had never tried Monte Carlo forecasting and liked that the result landed fairly close to the commit. His notes: use sales terms like commit, best case and at risk; the feedback text read as AI-written; and the real value is the next move, such as drafting outreach to an unreached decision maker on an at-risk deal. More on our AI in sales page.

FAQ

Who is Anis Bennaceur?

Anis Bennaceur is the co-founder and CEO of Attention, a Series B startup with about 70 employees. He previously founded a bootstrapped company, where he says the CRM was never filled. He joined Built This Week in Episode 45 in June 2026.

What does Attention do for sales teams?

Attention captures calls, emails and messages, fills every field in the CRM rather than just writing a summary, drafts follow-ups and surfaces proactive next best actions for reps, managers, leaders and RevOps teams. Customers include Scale AI, Lovable and Bamboo HR.

Why did Attention pivot away from real-time sales coaching?

Anis said users stopped caring about real-time coaching within a few weeks and buyers would not pay for it. Someone told him coaching is a vitamin while filling the CRM is the painkiller, so Attention pivoted to auto-filling the CRM.

How does Attention handle Claude spend for its own team?

Anis caps most employees at a few hundred dollars on top of their normal Claude usage, gives his top people unlimited spend, and approves extra requests himself or with his co-founder.

Are AI agents or deterministic workflows better in production?

Anis said deterministic workflows often work as well as or better than agents, without the heavy inference cost. Jordan agreed, saying he usually ends up with step-by-step LLM API calls instead of an agent SDK.