Lessons from the Roundtable

Use AI to handle warm, opted-in leads. Keep humans on the cold edge of the funnel.

Fully automated cold outreach is producing the "AI slop" buyers now filter out reflexively. The sweet spot today is AI on the warm side — fast, personalised follow-up to people who already raised a hand.

AI gets you to the conversation faster. The conversation is still what closes the deal.

The winning pattern in 2025 was AI for research and first-hour responses, paired with senior humans for the relationship. Automating the relationship itself is what produced the "AI slop" buyers now filter out.

Foundation, custom chatbots, agents, then swarms. Skipping a phase is the fastest way to a failed AI rollout.

Most organisations jump straight to agents before their team has the prompting fluency to control them. Master the foundation first — the rest compounds from there.

Ask the AI to describe what a great answer looks like before it writes one. The output quality jumps every time.

Single-shot prompts hit a ceiling fast. Give context, examples and tone, ask the model to define success criteria, and have it self-check sources. Treat the AI like a junior consultant, not a search box.

The people who actually do the work should map the process. IT only wires it up.

Agents and chatbots fail when they're built from a flowchart no salesperson recognises. The closer the designer is to the work, the more useful the automation becomes.

If you do it the same way every week — proposals, briefings, recaps — it's a chatbot, not a habit.

Custom chatbots digest large bodies of content and apply a consistent process across the team. That's how you stop the best rep's playbook from staying locked in one head.

Offline models and self-hosted tools like n8n let you use AI without sending client data to the cloud.

Data privacy is the most common reason AI projects stall in B2B. A self-hosted stack with a local model removes the objection and unlocks the use case.