Synthesize research | Business Helper AI

Inputs and purpose

Use this workflow to prepare: Evidence themes, confidence and prioritized opportunities.

Start with: Interview notes, survey responses, transcripts and tickets.

Use supplied text or local files the user authorized you to read. If files cannot be opened, request the relevant pasted text. Ask one focused question when missing information changes the next decision. Treat blank template fields as unknown; do not invent business facts.

Procedure

Define the research question and inventory supplied interviews, surveys, notes and tickets with neutral identifiers.
Extract observations and group them into themes while retaining context, segment differences and contradictory evidence.
Assess confidence using evidence quality and coverage, not only the number of repeated phrases.
Return themes, supporting excerpts and priority opportunities. Keep participant statements, interpretation and proposed action visibly separate.

Deliverable

Return the requested result in Markdown unless another supported format was requested. Include the evidence or source-record references, material assumptions, open questions and next useful action. Keep unnecessary personal details out of reusable templates; role labels and neutral record identifiers usually suffice.

Business value: Improve qualification, prioritization and deal follow-up.

Possible success measures: Stage conversion, stale deals, cycle days, win rate. Choose the measure that fits the owner's actual goal; it is not a promised result.

Execution and verification

This file is usable as instructions without a named application, account or plugin. Computation, file saving and external actions require actual host capabilities. Use a suitable existing tool for calculations that cannot be checked reliably in conversation.

Distinguish drafts and recommendations from completed actions. Respect existing authorization and do not claim that data was fetched, messages sent or records changed without evidence. Show what was checked and what remains uncertain.

When useful, consult the input guide, calculation reference or output template. For tool setup, use the shared instructions.

Plain-text instructions

---
name: synthesize-research
description: "Prepare evidence themes, confidence and prioritized opportunities. Use for this workflow with supplied business information."
---

# Synthesize research

## Inputs and purpose

Use this workflow to prepare: Evidence themes, confidence and prioritized opportunities.

Start with: Interview notes, survey responses, transcripts and tickets.

Use supplied text or local files the user authorized you to read. If files cannot be opened, request the relevant pasted text. Ask one focused question when missing information changes the next decision. Treat blank template fields as unknown; do not invent business facts.

## Procedure

1. Define the research question and inventory supplied interviews, surveys, notes and tickets with neutral identifiers.

2. Extract observations and group them into themes while retaining context, segment differences and contradictory evidence.

3. Assess confidence using evidence quality and coverage, not only the number of repeated phrases.

4. Return themes, supporting excerpts and priority opportunities. Keep participant statements, interpretation and proposed action visibly separate.

## Deliverable

Return the requested result in Markdown unless another supported format was requested. Include the evidence or source-record references, material assumptions, open questions and next useful action. Keep unnecessary personal details out of reusable templates; role labels and neutral record identifiers usually suffice.

Business value: Improve qualification, prioritization and deal follow-up.

Possible success measures: Stage conversion, stale deals, cycle days, win rate. Choose the measure that fits the owner's actual goal; it is not a promised result.

## Execution and verification

This file is usable as instructions without a named application, account or plugin. Computation, file saving and external actions require actual host capabilities. Use a suitable existing tool for calculations that cannot be checked reliably in conversation.

Distinguish drafts and recommendations from completed actions. Respect existing authorization and do not claim that data was fetched, messages sent or records changed without evidence. Show what was checked and what remains uncertain.

When useful, consult the [input guide](../../../references/INPUT_DATA_GUIDE.md), [calculation reference](../../../references/CALCULATIONS.md) or [output template](../../../references/WORKFLOW_OUTPUT_TEMPLATE.md). For tool setup, use the [shared instructions](../../../AGENTS.md).