Research to Brief skill

Convert discovery, market, and audience research into a structured product brief.

by pawbytes·MIT license·★ 114 Stars on the repo·GitHub ↗

Use now

Inside this skill

SKILL.md · the author's own words
# Research to Brief

## Overview

A deterministic workflow that converts validated research outputs into a clean, structured product brief. This pipeline ensures no evidence…

**Args:** Accepts `--headless` / `-H` for non-interactive execution.

**Output:** Product brief document with preserved signals (evidence and uncertainties).

---

## Pipeline

### Stage 1: Gather Inputs
Load `./references/01-gather-inputs.md`

Word-for-word excerpt, not a result. Read the full SKILL.md ↓

Files of Research to Brief

pawbytes/main1 file shown
SKILL.md
Show the full text117 lines

Research to Brief

Overview

A deterministic workflow that converts validated research outputs into a clean, structured product brief. This pipeline ensures no evidence or uncertainty is lost during synthesis.

Args: Accepts --headless / -H for non-interactive execution.

Output: Product brief document with preserved signals (evidence and uncertainties).


Pipeline

Stage 1: Gather Inputs

Load ./references/01-gather-inputs.md

Collect all relevant research files from the product workspace:

  • Discovery outputs (product-context.md)
  • Market intelligence (market-intelligence.md)
  • Audience intelligence (audience-intelligence.md)

Progression: Proceed when at least one input source is located.

Stage 2: Validate Completeness

Load ./references/02-validate-completeness.md

Assess whether inputs meet minimum thresholds for brief synthesis. Identify gaps and either proceed with available data or flag for additional research.

Progression: Proceed when minimum input requirements are met OR explicit decision to proceed with gaps documented.

Stage 3: Synthesize Brief

Load ./references/03-synthesize-brief.md

Create the structured product brief by consolidating validated inputs into a single document. Apply consistent formatting and ensure traceability to source materials.

Progression: Proceed when brief structure is complete with all required sections populated.

Stage 4: Preserve Signals

Load ./references/04-preserve-signals.md

Document key evidence sources and unresolved uncertainties. Create signal preservation notes that trace decisions back to research findings.

Progression: Complete when all signals are documented and appended to the brief or decision log.


On Activation

  1. Determine the product workspace root: {project-root}/.pawbytes/prodig-suites/
  2. Identify active product context from .pawbytes/prodig-suites/active-product.md if it exists
  3. If no active product is set and not in headless mode, prompt user to specify product slug
  4. Begin pipeline at Stage 1

Input Sources

Source File Path Required
Discovery .pawbytes/prodig-suites/products/{product-slug}/product-context.md Preferred
Market Research .pawbytes/prodig-suites/products/{product-slug}/market-intelligence.md Preferred
Audience Research .pawbytes/prodig-suites/products/{product-slug}/audience-intelligence.md Preferred

Minimum Requirement: At least one of the three input sources must be available.


Output Structure

.pawbytes/prodig-suites/products/{product-slug}/
├── product-brief.md              # Main brief document
├── signal-notes.md               # Evidence and uncertainty log
└── product-decisions.md          # Appended brief metadata (if exists)

Output Contract

Every execution delivers:

  • Action type: Brief synthesis from research inputs
  • Files saved:
    • product-brief.md — Structured product brief
    • signal-notes.md — Evidence and uncertainty preservation
  • Recommendations: Next steps (e.g., validate with stakeholders, initiate design phase)
  • File saved to: .pawbytes/prodig-suites/products/{product-slug}/

Headless Mode

When invoked with --headless or -H:

  1. Attempt to read active product from .pawbytes/prodig-suites/active-product.md
  2. If not found, scan for most recently modified product workspace
  3. Execute all stages without prompts
  4. Document any gaps or assumptions in signal notes
  5. Exit with status code 0 on success, 1 if minimum inputs not met

Quality Gates

Stage Gate Condition
Gather Inputs At least 1 input file located
Validate Completeness Minimum input threshold met OR documented decision to proceed
Synthesize Brief All required brief sections populated
Preserve Signals All evidence and uncertainties documented
1---
2name: paw-ps-research-to-brief
3description: "Convert discovery, market, and audience research into a structured product brief. Triggers: 'create product brief', 'research to brief', 'synthesize research', 'product brief from research', 'consolidate findings'."
4---
5 
6# Research to Brief
7 
8## Overview
9 
10A deterministic workflow that converts validated research outputs into a clean, structured product brief. This pipeline ensures no evidence or uncertainty is lost during synthesis.
11 
12**Args:** Accepts `--headless` / `-H` for non-interactive execution.
13 
14**Output:** Product brief document with preserved signals (evidence and uncertainties).
15 
16---
17 
18## Pipeline
19 
20### Stage 1: Gather Inputs
21Load `./references/01-gather-inputs.md`
22 
23Collect all relevant research files from the product workspace:
24- Discovery outputs (`product-context.md`)
25- Market intelligence (`market-intelligence.md`)
26- Audience intelligence (`audience-intelligence.md`)
27 
28**Progression:** Proceed when at least one input source is located.
29 
30### Stage 2: Validate Completeness
31Load `./references/02-validate-completeness.md`
32 
33Assess whether inputs meet minimum thresholds for brief synthesis. Identify gaps and either proceed with available data or flag for additional research.
34 
35**Progression:** Proceed when minimum input requirements are met OR explicit decision to proceed with gaps documented.
36 
37### Stage 3: Synthesize Brief
38Load `./references/03-synthesize-brief.md`
39 
40Create the structured product brief by consolidating validated inputs into a single document. Apply consistent formatting and ensure traceability to source materials.
41 
42**Progression:** Proceed when brief structure is complete with all required sections populated.
43 
44### Stage 4: Preserve Signals
45Load `./references/04-preserve-signals.md`
46 
47Document key evidence sources and unresolved uncertainties. Create signal preservation notes that trace decisions back to research findings.
48 
49**Progression:** Complete when all signals are documented and appended to the brief or decision log.
50 
51---
52 
53## On Activation
54 
551. Determine the product workspace root: `{project-root}/.pawbytes/prodig-suites/`
562. Identify active product context from `.pawbytes/prodig-suites/active-product.md` if it exists
573. If no active product is set and not in headless mode, prompt user to specify product slug
584. Begin pipeline at Stage 1
59 
60---
61 
62## Input Sources
63 
64| Source | File Path | Required |
65|--------|-----------|----------|
66| Discovery | `.pawbytes/prodig-suites/products/{product-slug}/product-context.md` | Preferred |
67| Market Research | `.pawbytes/prodig-suites/products/{product-slug}/market-intelligence.md` | Preferred |
68| Audience Research | `.pawbytes/prodig-suites/products/{product-slug}/audience-intelligence.md` | Preferred |
69 
70**Minimum Requirement:** At least one of the three input sources must be available.
71 
72---
73 
74## Output Structure
75 
76```
77.pawbytes/prodig-suites/products/{product-slug}/
78├── product-brief.md # Main brief document
79├── signal-notes.md # Evidence and uncertainty log
80└── product-decisions.md # Appended brief metadata (if exists)
81```
82 
83---
84 
85## Output Contract
86 
87Every execution delivers:
88 
89- **Action type:** Brief synthesis from research inputs
90- **Files saved:**
91 - `product-brief.md` — Structured product brief
92 - `signal-notes.md` — Evidence and uncertainty preservation
93- **Recommendations:** Next steps (e.g., validate with stakeholders, initiate design phase)
94- **File saved to:** `.pawbytes/prodig-suites/products/{product-slug}/`
95 
96---
97 
98## Headless Mode
99 
100When invoked with `--headless` or `-H`:
101 
1021. Attempt to read active product from `.pawbytes/prodig-suites/active-product.md`
1032. If not found, scan for most recently modified product workspace
1043. Execute all stages without prompts
1054. Document any gaps or assumptions in signal notes
1065. Exit with status code 0 on success, 1 if minimum inputs not met
107 
108---
109 
110## Quality Gates
111 
112| Stage | Gate Condition |
113|-------|----------------|
114| Gather Inputs | At least 1 input file located |
115| Validate Completeness | Minimum input threshold met OR documented decision to proceed |
116| Synthesize Brief | All required brief sections populated |
117| Preserve Signals | All evidence and uncertainties documented |

Discussion