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customer-research

skill · 252 lines · Apache-2.0 · customer-support/skills/customer-research/SKILL.md

The facts

Its description

Multi-source research on a customer question or topic with source attribution. Use when a customer asks something you need to look up, investigating whether a bug has been reported before, checking what was previously told to a specific account, or gathering background before drafting a response.

The description the agent reads to decide when to use it.

From its settingsline 3

When it starts

A person asks the agent to look something up for a customer support situation — answering a customer's question, checking whether a bug has been reported before, finding what was previously told to an account, or gathering background before replying. The description frames it as turn-based, called with a question or topic.

Things a person might say (the model's guesses)

  • “Has this bug been reported before? Is there a known workaround?”
  • “What did we tell Acme Corp last time they asked about SSO with Okta?”
  • “Look up whether we support SSO with Okta before I answer this customer.”

A model's summary of when it is used.

A model's reading

What it takes when started

<question or topic>

What to type after its name when you start it.

From its settingsline 4

Stops for a person

1 line stops to ask a person

Lines that stop and wait for a person before going on. Found by matching words, so treat them as pointers.

Found by matching wordsline 109

What it leads to

Other skills this one hands off to, calls, requires or offers instead, as a model read them.

A model's reading

Licence

Apache-2.0, from customer-support/LICENSE

The terms its author shares it under, which let it be shown here.

From the repositorylicence text

The text

Open on GitHub

Most marks come from matching words in the file, so treat them as pointers.

1---
2name: customer-research
3description: Multi-source research on a customer question or topic with source attribution. Use when a customer asks something you need to look up, investigating whether a bug has been reported before, checking what was previously told to a specific account, or gathering background before drafting a response.
4argument-hint: "<question or topic>"
5---
6
7# /customer-research
8
9> If you see unfamiliar placeholders or need to check which tools are connected, see [CONNECTORS.md](../../CONNECTORS.md).
11Multi-source research on a customer question, product topic, or account-related inquiry. Synthesizes findings from all available sources with clear attribution and confidence scoring.

/customer-research

If you see unfamiliar placeholders or need to check which tools are connected, see CONNECTORS.md.

Multi-source research on a customer question, product topic, or account-related inquiry. Synthesizes findings from all available sources with clear attribution and confidence scoring.

Raw lines 1 to 12
13## Usage
15```
16/customer-research <question or topic>
17```

Usage

/customer-research <question or topic>
Raw lines 13 to 18
19## Workflow
21### 1. Parse the Research Request
23Identify what type of research is needed:
24- **Customer question**: Something a customer has asked that needs an answer (e.g., "Does our product support SSO with Okta?")
25- **Issue investigation**: Background on a reported problem (e.g., "Has this bug been reported before? What's the known workaround?")
26- **Account context**: History with a specific customer (e.g., "What did we tell Acme Corp last time they asked about this?")
27- **Topic research**: General topic relevant to support work (e.g., "Best practices for webhook retry logic")
29Before searching, clarify what you're actually trying to find:
30- Is this a factual question with a definitive answer?
31- Is this a contextual question requiring multiple perspectives?
32- Is this an exploratory question where the scope is still being defined?
33- Who is the audience for the answer (internal team, customer, leadership)?

1. Parse the Research Request

Identify what type of research is needed:

  • Customer question: Something a customer has asked that needs an answer (e.g., "Does our product support SSO with Okta?")
  • Issue investigation: Background on a reported problem (e.g., "Has this bug been reported before? What's the known workaround?")
  • Account context: History with a specific customer (e.g., "What did we tell Acme Corp last time they asked about this?")
  • Topic research: General topic relevant to support work (e.g., "Best practices for webhook retry logic")

Before searching, clarify what you're actually trying to find:

  • Is this a factual question with a definitive answer?
  • Is this a contextual question requiring multiple perspectives?
  • Is this an exploratory question where the scope is still being defined?
  • Who is the audience for the answer (internal team, customer, leadership)?
Raw lines 21 to 34
35### 2. Search Available Sources
37Search systematically through the source tiers below, adapting to what is connected. Don't stop at the first result — cross-reference across sources.
39**Tier 1 — Official Internal Sources (highest confidence):**
40- ~~knowledge base (if connected): product docs, runbooks, FAQs, policy documents
41- ~~cloud storage: internal documents, specs, guides, past research
42- Product roadmap (internal-facing): feature timelines, priorities
44**Tier 2 — Organizational Context:**
45- ~~CRM notes: account notes, activity history, previous answers, opportunity details
46- ~~support platform (if connected): previous resolutions, known issues, workarounds
47- Meeting notes: previous discussions, decisions, commitments
49**Tier 3 — Team Communications:**
50- ~~chat: search for the topic in relevant channels; check if teammates have discussed or answered this before
51- ~~email: search for previous correspondence on this topic
52- Calendar notes: meeting agendas and post-meeting notes
54**Tier 4 — External Sources:**
55- Web search: official documentation, blog posts, community forums
56- Public knowledge bases, help centers, release notes
57- Third-party documentation: integration partners, complementary tools
59**Tier 5 — Inferred or Analogical (use when direct sources don't yield answers):**
60- Similar situations: how similar questions were handled before
61- Analogous customers: what worked for comparable accounts
62- General best practices: industry standards and norms

2. Search Available Sources

Search systematically through the source tiers below, adapting to what is connected. Don't stop at the first result — cross-reference across sources.

Tier 1 — Official Internal Sources (highest confidence):

  • ~~knowledge base (if connected): product docs, runbooks, FAQs, policy documents
  • ~~cloud storage: internal documents, specs, guides, past research
  • Product roadmap (internal-facing): feature timelines, priorities

Tier 2 — Organizational Context:

  • ~~CRM notes: account notes, activity history, previous answers, opportunity details
  • ~~support platform (if connected): previous resolutions, known issues, workarounds
  • Meeting notes: previous discussions, decisions, commitments

Tier 3 — Team Communications:

  • ~~chat: search for the topic in relevant channels; check if teammates have discussed or answered this before
  • ~~email: search for previous correspondence on this topic
  • Calendar notes: meeting agendas and post-meeting notes

Tier 4 — External Sources:

  • Web search: official documentation, blog posts, community forums
  • Public knowledge bases, help centers, release notes
  • Third-party documentation: integration partners, complementary tools

Tier 5 — Inferred or Analogical (use when direct sources don't yield answers):

  • Similar situations: how similar questions were handled before
  • Analogous customers: what worked for comparable accounts
  • General best practices: industry standards and norms
Raw lines 35 to 63
Uses an outside tool ~~knowledge :40
Uses an outside tool ~~cloud :41
Uses an outside tool ~~support :46
Uses an outside tool ~~chat :50
Uses an outside tool ~~email :51
64### 3. Synthesize Findings
66Compile results into a structured research brief:
68```
69## Research: [Question/Topic]
71### Answer
72[Clear, direct answer to the question — lead with the bottom line]
74**Confidence:** [High / Medium / Low]
75[Explain what drives the confidence level]
77### Key Findings
79**From [Source 1]:**
80- [Finding with specific detail]
81- [Finding with specific detail]
83**From [Source 2]:**
84- [Finding with specific detail]
86### Context & Nuance
87[Any caveats, edge cases, or additional context that matters]
89### Sources
901. [Source name/link] — [what it contributed]
912. [Source name/link] — [what it contributed]
923. [Source name/link] — [what it contributed]
94### Gaps & Unknowns
95- [What couldn't be confirmed]
96- [What might need verification from a subject matter expert]
98### Recommended Next Steps
99- [Action if the answer needs to go to a customer]
100- [Action if further research is needed]
101- [Who to consult for verification if needed]
102```

3. Synthesize Findings

Compile results into a structured research brief:

## Research: [Question/Topic]

### Answer
[Clear, direct answer to the question — lead with the bottom line]

**Confidence:** [High / Medium / Low]
[Explain what drives the confidence level]

### Key Findings

**From [Source 1]:**
- [Finding with specific detail]
- [Finding with specific detail]

**From [Source 2]:**
- [Finding with specific detail]

### Context & Nuance
[Any caveats, edge cases, or additional context that matters]

### Sources
1. [Source name/link] — [what it contributed]
2. [Source name/link] — [what it contributed]
3. [Source name/link] — [what it contributed]

### Gaps & Unknowns
- [What couldn't be confirmed]
- [What might need verification from a subject matter expert]

### Recommended Next Steps
- [Action if the answer needs to go to a customer]
- [Action if further research is needed]
- [Who to consult for verification if needed]
Raw lines 64 to 103
104### 4. Handle Insufficient Sources
106If no connected sources yield results:
108- Perform web research on the topic
109- Ask the user for internal context:
110 - "I couldn't find this in connected sources. Do you have internal docs or knowledge base articles about this?"
111 - "Has your team discussed this topic before? Any ~~chat channels I should check?"
112 - "Is there a subject matter expert who would know the answer?"
113- Be transparent about limitations:
114 - "This answer is based on web research only — please verify against your internal documentation before sharing with the customer."
115 - "I found a possible answer but couldn't confirm it from an authoritative internal source."

4. Handle Insufficient Sources

If no connected sources yield results:

  • Perform web research on the topic
  • Ask the user for internal context:
  • "I couldn't find this in connected sources. Do you have internal docs or knowledge base articles about this?"
  • "Has your team discussed this topic before? Any ~~chat channels I should check?"
  • "Is there a subject matter expert who would know the answer?"
  • Be transparent about limitations:
  • "This answer is based on web research only — please verify against your internal documentation before sharing with the customer."
  • "I found a possible answer but couldn't confirm it from an authoritative internal source."
Raw lines 104 to 116
Involves a person Ask the user :109
Uses an outside tool ~~chat :111
117### 5. Customer-Facing Considerations
119If the research is to answer a customer question:
121- Flag if the answer involves product roadmap, pricing, legal, or security topics that may need review
122- Note if the answer differs from what may have been communicated previously
123- Suggest appropriate caveats for the customer-facing response
124- Offer to draft the customer response: "Want me to draft a response to the customer based on these findings?"

5. Customer-Facing Considerations

If the research is to answer a customer question:

  • Flag if the answer involves product roadmap, pricing, legal, or security topics that may need review
  • Note if the answer differs from what may have been communicated previously
  • Suggest appropriate caveats for the customer-facing response
  • Offer to draft the customer response: "Want me to draft a response to the customer based on these findings?"
Raw lines 117 to 125
Names a skill draft-response :124
126### 6. Knowledge Capture
128After research is complete, suggest capturing the knowledge:
130- "Should I save these findings to your knowledge base for future reference?"
131- "Want me to create a FAQ entry based on this research?"
132- "This might be worth documenting — should I draft a runbook entry?"
134This helps build institutional knowledge and reduces duplicate research effort across the team.
136---

6. Knowledge Capture

After research is complete, suggest capturing the knowledge:

  • "Should I save these findings to your knowledge base for future reference?"
  • "Want me to create a FAQ entry based on this research?"
  • "This might be worth documenting — should I draft a runbook entry?"

This helps build institutional knowledge and reduces duplicate research effort across the team.


Raw lines 126 to 137
138## Source Prioritization and Confidence

Source Prioritization and Confidence

Raw lines 138 to 139
140### Confidence by Source Tier
142| Tier | Source Type | Confidence | Notes |
143|------|-------------|------------|-------|
144| 1 | Official internal docs, KB, policies | **High** | Trust unless clearly outdated — check dates |
145| 2 | CRM, support tickets, meeting notes | **Medium-High** | May be subjective or incomplete |
146| 3 | Chat, email, calendar notes | **Medium** | Informal, may be out of context or speculative |
147| 4 | Web, forums, third-party docs | **Low-Medium** | May not reflect your specific situation |
148| 5 | Inference, analogies, best practices | **Low** | Clearly flag as inference, not fact |

Confidence by Source Tier

TierSource TypeConfidenceNotes
1Official internal docs, KB, policiesHighTrust unless clearly outdated — check dates
2CRM, support tickets, meeting notesMedium-HighMay be subjective or incomplete
3Chat, email, calendar notesMediumInformal, may be out of context or speculative
4Web, forums, third-party docsLow-MediumMay not reflect your specific situation
5Inference, analogies, best practicesLowClearly flag as inference, not fact
Raw lines 140 to 149
150### Confidence Levels
152Always assign and communicate a confidence level:
154**High Confidence:**
155- Answer confirmed by official documentation or authoritative source
156- Multiple sources corroborate the same answer
157- Information is current (verified within a reasonable timeframe)
158- "I'm confident this is accurate based on [source]."
160**Medium Confidence:**
161- Answer found in informal sources (chat, email) but not official docs
162- Single source without corroboration
163- Information may be slightly outdated but likely still valid
164- "Based on [source], this appears to be the case, but I'd recommend confirming with [team/person]."
166**Low Confidence:**
167- Answer is inferred from related information
168- Sources are outdated or potentially unreliable
169- Contradictory information found across sources
170- "I wasn't able to find a definitive answer. Based on [context], my best assessment is [answer], but this should be verified before sharing with the customer."
172**Unable to Determine:**
173- No relevant information found in any source
174- Question requires specialized knowledge not available in sources
175- "I couldn't find information about this. I recommend reaching out to [suggested expert/team] for a definitive answer."

Confidence Levels

Always assign and communicate a confidence level:

High Confidence:

  • Answer confirmed by official documentation or authoritative source
  • Multiple sources corroborate the same answer
  • Information is current (verified within a reasonable timeframe)
  • "I'm confident this is accurate based on [source]."

Medium Confidence:

  • Answer found in informal sources (chat, email) but not official docs
  • Single source without corroboration
  • Information may be slightly outdated but likely still valid
  • "Based on [source], this appears to be the case, but I'd recommend confirming with [team/person]."

Low Confidence:

  • Answer is inferred from related information
  • Sources are outdated or potentially unreliable
  • Contradictory information found across sources
  • "I wasn't able to find a definitive answer. Based on [context], my best assessment is [answer], but this should be verified before sharing with the customer."

Unable to Determine:

  • No relevant information found in any source
  • Question requires specialized knowledge not available in sources
  • "I couldn't find information about this. I recommend reaching out to [suggested expert/team] for a definitive answer."
Raw lines 150 to 176
177### Handling Contradictions
179When sources disagree:
1801. Note the contradiction explicitly
1812. Identify which source is more authoritative or more recent
1823. Present both perspectives with context
1834. Recommend how to resolve the discrepancy
1845. If going to a customer: use the most conservative/cautious answer until resolved

Handling Contradictions

When sources disagree:

  1. Note the contradiction explicitly
  2. Identify which source is more authoritative or more recent
  3. Present both perspectives with context
  4. Recommend how to resolve the discrepancy
  5. If going to a customer: use the most conservative/cautious answer until resolved
Raw lines 177 to 185
186## When to Escalate vs. Answer Directly

When to Escalate vs. Answer Directly

Raw lines 186 to 187
188### Answer Directly When:
189- Official documentation clearly addresses the question
190- Multiple reliable sources corroborate the answer
191- The question is factual and non-sensitive
192- The answer doesn't involve commitments, timelines, or pricing
193- You've answered similar questions before with confirmed accuracy

Answer Directly When:

  • Official documentation clearly addresses the question
  • Multiple reliable sources corroborate the answer
  • The question is factual and non-sensitive
  • The answer doesn't involve commitments, timelines, or pricing
  • You've answered similar questions before with confirmed accuracy
Raw lines 188 to 194
195### Escalate or Verify When:
196- The answer involves product roadmap commitments or timelines
197- Pricing, legal terms, or contract-specific questions
198- Security, compliance, or data handling questions
199- The answer could set a precedent or create expectations
200- You found contradictory information in sources
201- The question involves a specific customer's custom configuration
202- The answer requires specialized expertise you don't have
203- The customer is at risk and the wrong answer could exacerbate the situation

Escalate or Verify When:

  • The answer involves product roadmap commitments or timelines
  • Pricing, legal terms, or contract-specific questions
  • Security, compliance, or data handling questions
  • The answer could set a precedent or create expectations
  • You found contradictory information in sources
  • The question involves a specific customer's custom configuration
  • The answer requires specialized expertise you don't have
  • The customer is at risk and the wrong answer could exacerbate the situation
Raw lines 195 to 204
205### Escalation Path:
2061. **Subject matter expert**: For technical or domain-specific questions
2072. **Product team**: For roadmap, feature, or capability questions
2083. **Legal/compliance**: For terms, privacy, security, or regulatory questions
2094. **Billing/finance**: For pricing, invoice, or payment-related questions
2105. **Engineering**: For custom configurations, bugs, or technical root causes
2116. **Leadership**: For strategic decisions, exceptions, or high-stakes situations

Escalation Path:

  1. Subject matter expert: For technical or domain-specific questions
  2. Product team: For roadmap, feature, or capability questions
  3. Legal/compliance: For terms, privacy, security, or regulatory questions
  4. Billing/finance: For pricing, invoice, or payment-related questions
  5. Engineering: For custom configurations, bugs, or technical root causes
  6. Leadership: For strategic decisions, exceptions, or high-stakes situations
Raw lines 205 to 212
213## Research Documentation for Team Knowledge Base
215After completing research, capture the knowledge for future use.

Research Documentation for Team Knowledge Base

After completing research, capture the knowledge for future use.

Raw lines 213 to 216
217### When to Document:
218- Question has come up before or likely will again
219- Research took significant effort to compile
220- Answer required synthesizing multiple sources
221- Answer corrects a common misunderstanding
222- Answer involves nuance that's easy to get wrong

When to Document:

  • Question has come up before or likely will again
  • Research took significant effort to compile
  • Answer required synthesizing multiple sources
  • Answer corrects a common misunderstanding
  • Answer involves nuance that's easy to get wrong
Raw lines 217 to 223
224### Documentation Format:
225```
226## [Question/Topic]
228**Last Verified:** [date]
229**Confidence:** [level]
231### Answer
232[Clear, direct answer]
234### Details
235[Supporting detail, context, and nuance]
237### Sources
238[Where this information came from]
240### Related Questions
241[Other questions this might help answer]
243### Review Notes
244[When to re-verify, what might change this answer]
245```

Documentation Format:

## [Question/Topic]

**Last Verified:** [date]
**Confidence:** [level]

### Answer
[Clear, direct answer]

### Details
[Supporting detail, context, and nuance]

### Sources
[Where this information came from]

### Related Questions
[Other questions this might help answer]

### Review Notes
[When to re-verify, what might change this answer]
Raw lines 224 to 246
247### Knowledge Base Hygiene:
248- Date-stamp all entries
249- Flag entries that reference specific product versions or features
250- Review and update entries quarterly
251- Archive entries that are no longer relevant
252- Tag entries for searchability (by topic, product area, customer segment)

Knowledge Base Hygiene:

  • Date-stamp all entries
  • Flag entries that reference specific product versions or features
  • Review and update entries quarterly
  • Archive entries that are no longer relevant
  • Tag entries for searchability (by topic, product area, customer segment)
Raw lines 247 to 252

From anthropics/knowledge-work-plugins at 2574e29, 2026-10-27. Skills read by DeepSeek V4.1 Flash on 2026-11-04. Summary and techniques by Claude Opus 5.5 on 2026-11-06.