How Twain Deep Research Works

Mohamed ChahinMay 6, 20266 min read

Every Twain campaign runs a research pass on each lead before a single email is drafted. The result is a structured profile (about, insights, why now, why us, talking points, call opener) that the assistant reasons over instead of inventing.

Why it changes outbound

Most outbound copy fails for one reason. The sender doesn't know the lead. They know the title, the company, the LinkedIn headline, and not much else. So the email reaches for something generic. "I see you're scaling..." "Just wanted to share..." The reader can tell, and the reply rate proves it.

Twain solves the upstream problem first. Before the assistant drafts a single message, it runs a research pass on the lead. The output isn't a paragraph of summary text. It's a structured profile, broken into the categories your reps would build manually if they had three hours per lead instead of three minutes.

Three things change once that profile exists:

  • The first line writes itself. When the research already names a recent funding round, a tech-stack post, or a hiring spike, the email opens with a fact instead of a guess.
  • Reps stop second-guessing. Every claim in the profile carries a citation, so reps know whether a sentence came from the company website, a Crunchbase filing, or a G2 review.
  • Follow-ups stay coherent. The same research is reused on day three, day seven, and day twenty-one, so each touch builds on the last instead of restarting cold.

It's not a faster draft. It's a different starting point.

What you get on every lead

Twain runs the same set of categories on every lead in a campaign. You see them all on the lead's research tab. Skip any you don't need, lean on the ones that matter.

  • About. A short bio of the person. Career trajectory, current role, what they're known for.
  • Insights. Sourced bullets about the company and the lead's recent activity. Each bullet links to its source.
  • Discovery questions. Three to five open-ended questions a rep could ask on a first call, derived from the insights.
  • Talking points. Two to four positioning angles that map your offer to their context. Each one comes with an example sentence the assistant can use directly.
  • Why now. A one-paragraph hypothesis on why this week is the right moment, plus citations for the timing signals.
  • Why us. A short pitch that connects what the lead is doing to what your company specifically does, with a customer example when one fits.
  • Call opener. A full cold-call structure (greeting, context, hypothesis, social proof, CTA), already written in the rep's voice.
  • Warnings. Anything Twain flagged as a fit risk: wrong company size, wrong region, wrong persona. Reps see these before they hit send.

Below are real examples from the same lead, taken straight out of the product.

About and Insights

The About section reads like the bio your top rep would write on a Post-it before a discovery call. Three or four bullets, no fluff, all about the person.

Insights are where Twain shows its work. Every bullet is a fact with a source. Hover any chip to see where it came from. If a sentence isn't backed by a source Twain trusts, it doesn't make it into the research at all.

About and Insights. Career on top, sourced signals below.

The citations are what reps trust. Reading the list, you can tell which insights to use and which ones to skip. The bullet that came from a G2 review is solid social proof. The one that came from a press release published last week is fresh enough to lead an email with.

Why now and Talking points

Talking points are where the research pays for itself in copywriting. Twain doesn't just list features. It picks two to four angles where your offer maps onto this lead's situation, names them, and gives an example sentence per angle.

Why now is the timing argument. One paragraph plus citations. If the timing signal is real, the bullets show it. If it isn't, the section is intentionally short.

Talking points with examples, plus a sourced Why now.

Notice the three sources on Why now are different (the company's own website, an industry publication, and a third-party data platform). Twain looks for corroborating signals on purpose. One source is a guess. Three is a pattern.

Why us and Call opener

Why us answers the question every prospect is silently asking: why are you, specifically, the right call right now? It's a short pitch that connects what the lead is doing to what your team does, often with a customer example pulled from your own positioning.

Call opener is what makes this useful for SDRs and AEs who still pick up the phone. Twain breaks the first 30 seconds into greeting, context, hypothesis, social proof, and CTA. Each line is filled in for the lead in front of you.

Why us with a real customer example, then a call opener written in the rep's voice.

The structure is the point. A rep can read down the call opener once and pick up the phone. They don't have to translate "personalization" into a sentence in real time, because the sentence is already written.

That's the whole pitch for deep research. Move the work that used to happen in the rep's head before a call, into a structured artifact that lives next to the lead. The email gets better. The call gets better. And every follow-up after that has the same context to build on.