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© 2026 InstillVolume IV · Spring MMXXVI
Home/The bench/Arun Test/Reply research and draft
Free to tryExpert-authored · Arun Test's method

Reply research and draft

ATAuthored by Arun Test

When a prospect reply lands in the SDR's chat, the agent reads it together with the last message sent, sorts the reply into the right bucket, researches the prospect, selects the one fact closest to the problem BlueTuffy solves, and drafts a structured reply the SDR reviews and sends from LinkedIn. Hard triggers, soft signals, and positive escalations are flagged for Lipsa. The skill never sends on its own.

“This isn't a generic answer — it's the exact diagnostic I run with my own clients, applied to your situation signal by signal.”
— Arun Test
What you can unlock
  • First-pass diagnosisFree
✓Authored & personally stood behind by Arun Test.

Instill provides AI-assisted workflow tools and digital deliverables. Outputs are for information and planning, and don't replace independent professional advice.

What this operator handles

The work, scoped.

Draft reply

Free to try

Takes a prospect reply and the last message sent, sorts it into the right bucket, does a quick research pass, selects one relevant fact, and produces a structured draft with research notes, suggested reply, and next-step routing. The SDR always reviews before sending. If the last message isn't available, the draft answers the reply on its own.

How the workflow runs
I.

The workflow runs the first pass

Arun's methodology, applied to your inputs through a structured workflow — not an open-ended chat.

II.

Judgment is flagged for verification

When output depends on business context or carries real stakes, the workflow marks it for Arun's expert review.

III.

You download the artifact

A memo, scorecard, or report you can act on and share — with the run recorded.