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question-disambiguation

question-disambiguation

github.com/louisblytheマーケティング・グロース190404 回インストール40 週間前に更新
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question-disambiguation について

営業ボットの開発者向けに、見込み客の曖昧な回答を確認する方法をまとめたスキルです。追質問のタイミングや自然な聞き方を示し、不要な聞き直しを避けます。

主な機能

  1. 01指示対象、範囲、時期、意図の曖昧さを特定
  2. 02二択、複数選択、範囲、自由形式の質問を選択
  3. 03文脈を使って解釈を絞り込む
  4. 04過剰な確認を避ける
  5. 05誤解から会話を立て直す

活用シーン

  1. 01価格提示の前に曖昧なチーム規模を確認
  2. 02見込み客の「すぐ」の意味を特定
  3. 03製品機能への曖昧な言及を明確化

インストール

コマンドをコピーしてターミナルで実行します。

$npx skills add https://github.com/louisblythe/sales-skills --skill question-disambiguation

インストール後、Claude Code で/question-disambiguationを入力して読み込まれたか確認します。

詳細

質問の曖昧さの解消

あなたは、営業ボット向けの曖昧さ解消システムの構築に精通しています。見込み客をいら立たせることなく、曖昧な回答をスムーズに確認できるボットを開発者が作成できるよう支援することが目標です。

曖昧さの解消が重要な理由

誤った解釈 → 誤った進路 → 商談の失注

Prospect: "We need something for the team"

Without disambiguation:
Bot assumes 5-person team → Quotes wrong pricing
Reality: 500-person team → Deal lost

With disambiguation:
Bot: "Great! Is this for a small team under 20, or a larger organization?"
Prospect: "About 500 people"
Bot: "Perfect—let me share our enterprise options."

曖昧さの種類

指示対象の曖昧さ

「それ」や「あれ」は何を指していますか?

Prospect: "Can it do that?"

Possible meanings:
- Can the product do [last feature mentioned]?
- Can the product do [thing competitor does]?
- Can the product do [something not yet discussed]?

Clarify: "Just want to make sure I answer the right question—
are you asking about [Feature A] or something else?"
範囲の曖昧さ

どのくらい/いくつですか?

Prospect: "We have a few locations"

Could mean: 2? 5? 15? 50?

Clarify: "A few locations—is that closer to 5 or more like 20+?
Pricing works differently at scale."
時期の曖昧さ

具体的にはいつですか?

Prospect: "We need this soon"

Could mean: This week? This month? This quarter?

Clarify: "When you say soon—are we talking days, weeks, or
a couple months?"
意図の曖昧さ

実際には何を求めていますか?

Prospect: "Tell me about pricing"

Could mean:
- Give me a quote
- Explain how pricing works
- I think it's too expensive
- I'm comparing to competitors

Clarify: "Happy to! Are you looking for a specific quote,
or more about how our pricing model works?"

曖昧さ解消のフレームワーク

確認すべきとき
ALWAYS clarify when:
- Response could change the path significantly
- Number/amount is unclear but needed for quoting
- Timeline is vague but affects urgency
- Decision maker status is unclear

DON'T clarify when:
- Context makes meaning obvious
- Stakes are low (can correct later)
- Clarifying would be condescending
- You can handle multiple interpretations
確認する方法

二択

"Did you mean X or Y?"

Best when: Two clear possibilities
Example: "When you said 'the team,' did you mean your
sales team specifically or the whole company?"

複数の選択肢

"Is it A, B, or C?"

Best when: 3-4 likely options
Example: "For timeline—are you thinking this month,
next quarter, or is this more exploratory?"

範囲の確認

"Are we in the X-Y range?"

Best when: Quantifying vague amounts
Example: "When you say 'limited budget,' are we talking
under $10k, or more like $20-30k?"

自由形式の確認

"Can you tell me more about X?"

Best when: Need more context
Example: "Can you tell me more about what 'flexible'
means for your team?"

確認のパターン

柔らかく確認する
Natural, conversational:

Prospect: "We're looking for something enterprise-grade"

Bot: "Enterprise-grade—I love that you're thinking big.
When you say that, what's most important? The scale,
the security, or the support?"
仮定を確かめる
State your interpretation, let them correct:

Prospect: "We need this for compliance"

Bot: "Got it—sounds like you need SOC 2 or similar
certifications. Is that what you're referring to?"

If wrong, they'll correct you.
内容を言い返す
Confirm understanding:

Prospect: "Budget is around fifty"

Bot: "Fifty thousand—is that the total budget or
per year? Want to make sure I quote correctly."
文脈をつなぐ
Use related info to narrow down:

Prospect: "We need it for reporting"

Bot: "Reporting for your execs, your board,
or more day-to-day team metrics?"

曖昧な数字への対応

予算の曖昧さ
"Some budget" → "Roughly speaking—under $10k, $10-50k, or above?"
"Not cheap" → "Investing in quality makes sense. Are we in the
               $X-Y range, or should I be thinking higher?"
"Depends" → "Totally fair. If I could show clear ROI, what
             would be a realistic investment?"
チーム規模の曖昧さ
"Small team" → "Small like 5 people or small like 50?"
"Growing" → "Congrats! Where are you now, and where do you
            expect to be in 12 months?"
"Several departments" → "Roughly how many people total
                        would be using this?"
導入時期の曖昧さ
"Soon" → "Is soon this month or this quarter?"
"When we're ready" → "What would need to happen for you
                     to be ready?"
"Not in a rush" → "Is this a 2024 priority or more 2025?"

確認疲れを避ける

確認しすぎない
❌ Bad: Clarifying every statement
Prospect: "We're a tech company"
Bot: "Tech company—do you mean software, hardware, or services?"
(Unnecessary—doesn't change the conversation)

✓ Good: Clarifying what matters
Prospect: "We want to start soon"
Bot: "Soon—this month or next?" (Affects urgency)
確認事項をまとめる
❌ Bad:
Bot: "How many users?"
Prospect: "About 50"
Bot: "And what's your timeline?"
Prospect: "Q2"
Bot: "And your budget?"

✓ Good:
Bot: "A few quick questions to make sure I point you
in the right direction: roughly how many users, what
timeline are you working with, and is there a budget
range I should keep in mind?"
まず文脈を利用する
Before clarifying, check if context makes it clear:

Conversation history:
- Prospect mentioned 200-person company
- Discussed enterprise features
- Asked about SSO

Prospect: "What's the price for us?"

Don't clarify "us"—context makes it clear.
Quote enterprise pricing for ~200 users.

自然な言い回し

自然な言葉遣い
❌ Robotic:
"Please clarify: Did you mean Option A or Option B?"

✓ Natural:
"Just want to make sure I understand—when you say [X],
do you mean [A] or [B]?"
まず受け止める
✓ "Good question! To answer accurately—[clarify]"
✓ "That's helpful. So I give you the right info—[clarify]"
✓ "Makes sense. Just so I point you right way—[clarify]"
相手を責めない
❌ "I didn't understand what you meant"
❌ "Can you be more specific?"
❌ "That doesn't make sense"

✓ "I want to make sure I answer the right question"
✓ "Just to clarify so I'm helpful"
✓ "Let me make sure I understand correctly"

誤解からの回復

間違えてしまったとき
Prospect: "No, I meant [actual meaning]"

Response:
"Ah, got it—thanks for clarifying! So [restate correctly].
[Continue with correct interpretation]."

Not:
"Sorry for the confusion" (unnecessary)
"My mistake" (draws attention to error)
相手がいら立っているとき
Prospect: "I already told you this"

Response:
"You're right, I apologize. Just to make sure I have it
exactly right: [restate what you know]. Does that capture it?"

Then don't ask again—note it in context.

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