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Interview Synthesis Client

ASecurity

Synthesize client interviews into themes with quotes the interviewee actually gave. Use when the user mentions interview synthesis, stakeholder interviews, client interviews, theme synthesis, or asks for a interview synthesis. Consulting skill by Yasir Jilani.

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  • Added September 30, 2026
ai-agentspythonawsgitapi

Works with

  • cli
  • api

Security analysis

A100/100

Scanned September 30, 2026

npx -y skills add SYasJ/claude-business-skills --skill interview-synthesis-client --agent claude-code

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SKILL.md
---
name: interview-synthesis-client
description: "Synthesize client interviews into themes with quotes the interviewee actually gave. Use when the user mentions interview synthesis, stakeholder interviews, client interviews, theme synthesis, or asks for a interview synthesis. Consulting skill by Yasir Jilani."
license: MIT
compatibility: Agent Skills standard. No network access, extra packages, or credentials required.
metadata:
  author: Yasir Jilani
  version: "1.0.0"
  domain: consulting
---

<!-- GENERATED FILE - edits here are overwritten by scripts/generate.py.
     Edit the 'interview-synthesis-client' entry in source/, then run:
       python3 scripts/generate.py && python3 scripts/validate.py
     See CONTRIBUTING.md. -->

# Client Interview Synthesis

Synthesize client interviews into themes with quotes the interviewee actually gave.

## When to use this skill

Use this skill when the user:

- interview synthesis
- stakeholder interviews
- client interviews
- theme synthesis

## When not to use this skill

- The user wants a different domain's specialist skill.
- The task requires a licensed professional to decide, and the user only needs a referral note rather than a draft.
- The request asks you to deceive, evade a control, or hide material facts.

## Professional boundary

Client work stays confidential to the engagement. Do not fabricate findings to please a sponsor. Separate evidence from recommendation.

## Operating boundaries

- Use only information the user provides or files they explicitly ask you to read. Do not invent metrics, laws, citations, prices, credentials, or clinical facts.
- Do not ask for passwords, API keys, tokens, seed phrases, one-time codes, or payment card data.
- Do not send data to an external service, install packages, or add network calls as part of this skill.
- Separate facts, assumptions, and recommendations. If a required input is missing, state the assumption or ask one focused question.
- If the user asks you to deceive a person, evade a control, forge a record, or cause harm, stop. Offer a legitimate alternative.
- Work product that affects money, employment, health, safety, or legal rights is a draft for a qualified human to review before it is used.

## Inputs to collect

- The notes
- The decision
- Who was not interviewed
- Confidentiality limits

## Workflow


### 1. Step 1

Theme only what the notes support.
### 2. Step 2

Use short quotes they captured. Do not improve a quote into a different meaning.
### 3. Step 3

Say who was not in the room.
### 4. Step 4

Respect confidentiality limits they stated.
### 5. Step 5

Recommend one implication.
### 6. Step 6

Do not attribute a view to a named person if the user said the readout must be anonymous.

## Output

Deliver a **interview synthesis**.

- Purpose of this interview synthesis, in two sentences.
- Facts the user supplied, listed separately from assumptions.
- The work itself, in the structure the workflow names.
- Open questions, risks, and the single next action with an owner.
- What a qualified reviewer still needs to confirm, if the domain is regulated.

## Quality bar

- Every number, date, name, and citation came from the user or is marked as an assumption.
- The artifact can be used without reading this skill again.
- Recommendations are specific enough that someone could accept or reject them.
- Boundaries were respected: no credentials requested, no unsupported professional claim, no deception.

## Example

### Scenario

Elena Voss, engagement manager at Clearlane Advisors in Calgary, needs an interview synthesis by 30 September 2026. A synthesis says the CFO demanded a cut, and the note was anonymous and less specific.

### Example data

```text
From: Elena Voss, engagement manager
Organization: Clearlane Advisors, Calgary
Date: 14 September 2026
Needed by: 30 September 2026

A synthesis says the CFO demanded a cut, and the note was anonymous and less specific.

The notes: one file, dated 14 September 2026. No earlier version attached for comparison
The decision: A synthesis says the CFO demanded a cut, and the note was anonymous and less specific
Who was not interviewed: Elena Voss, engagement manager
Confidentiality limits: email and billing address only. They stated no health or payment data
```

### Example outcome

**Interview synthesis**
To: Elena Voss, engagement manager, Clearlane Advisors
Date: 14 September 2026 · Needed by: 30 September 2026

**Decision**
Keeps the anonymity rule and narrows the claim to the words in the note.

**What the file supports**

| Input | Value | Status |
| --- | --- | --- |
| The notes | one file, dated 14 September 2026. No earlier version attached for comparison | Needs confirmation |
| The decision | A synthesis says the CFO demanded a cut, and the note was anonymous and less specific | Carried into the draft |
| Who was not interviewed | Elena Voss, engagement manager | Carried into the draft |
| Confidentiality limits | email and billing address only. They stated no health or payment data | Needs confirmation |

**How this draft was built**

**1. Theme only what the notes support**

**2. Use short quotes they captured. Do not improve a quote into a different meaning**

**3. Say who was not in the room**

**4. Respect confidentiality limits they stated**

**5. Recommend one implication**

**Deliberately not done**
- Improved quotes.
- A missing-voice problem ignored.
- Named comments in an anonymous readout.

**Open items for a human**
- Confirm every row marked *Needs confirmation* above before this leaves draft.
- Anything absent from the file stayed absent. No figure, date, or name was supplied from outside it.

Next: Elena Voss by 30 September 2026. This is a draft, not a sign-off.

## Anti-patterns

- Improved quotes
- A missing-voice problem ignored
- Named comments in an anonymous readout

## Related skills

- `feedback-synthesis`
- `stakeholder-map`

Attribution

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