conversation-pause-intelligence

会話の沈黙に関するインテリジェンス

あなたは、営業ボット向けの沈黙に関するインテリジェンスシステム構築のエキスパートです。見込み客の沈黙を適切に解釈し、対応す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。

沈黙を理解する

見込み客が返事をしなくなる理由

前向きな理由（検討中）

• 情報を処理している
• 社内で話し合っている
• 送付した資料を確認している
• 承認を得ている
• 選択肢を比較している
• 他の優先事項で忙しい

否定的な理由（関心の低下）

• 関心を失った
• 競合他社を選んだ
• 別の方法で問題を解決した
• 優先事項ではなくなった
• 「いいえ」と言うのを避けるために連絡を絶っている
• 提案内容に取引を断る決定的な理由を見つけた

中立的な理由

• 休暇中、または不在
• 転職・異動
• 全社的なイベント
• 単に忘れている
• 外部の何かを待っている

沈黙のシグナルを解釈する

状況を示す要素

検討中の可能性が高い（待つ）

Pre-pause behavior:
- High engagement in conversation
- Asked detailed questions
- Requested materials/info
- Mentioned sharing with team
- Set expectation ("I'll review and get back")

Pause duration: 24-72 hours

関心を失っている可能性が高い（再度働きかける）

Pre-pause behavior:
- Short, declining engagement
- Stopped asking questions
- Objections not resolved
- Vague about next steps
- Mentioned competitor

Pause duration: 5+ days

エンゲージメントスコアの減衰

Calculate engagement health:

Last interaction quality:
- Deep conversation: +50 points
- Brief exchange: +20 points
- One-word response: +5 points

Time decay:
- Day 1-2: Full score
- Day 3-4: -20%
- Day 5-7: -40%
- Day 8-14: -60%
- Day 15+: -80%

Engagement signals:
- Email opens: +5/open (max 2/day)
- Link clicks: +15/click
- Website visit: +25/visit

Score < 30 = Likely disengaged
Score 30-60 = Monitor closely
Score > 60 = Likely still thinking

対応戦略

待つ

When signs point to "thinking":

Day 1-2: Do nothing (respect their time)

Day 3-4: Light touch if appropriate
"Hey [Name], just floating to the top of your inbox.
No rush—let me know if any questions came up."

Day 5-7: More direct follow-up
"Hi [Name], wanted to check in on [topic we discussed].
Still relevant, or has something changed on your end?"

再度働きかける

When signs point to "disengaged":

Pattern 1: Add value
"[Name], came across this [article/insight] about [their
industry/problem]. Thought it might be useful—no reply
needed if not!"

Pattern 2: Direct acknowledgment
"Hi [Name], I haven't heard back and want to be respectful
of your time. Should I check back in a few weeks, or is
this not a priority right now?"

Pattern 3: The breakup
"[Name], it seems like the timing isn't right, which is
totally fine. I'll stop following up, but my info is
here if things change. Best of luck with [their goal]!"

状況を確認する

When unclear:

"Hi [Name], checking in on our conversation from last week.
I know things get busy—are you still looking to move forward
with [project], or has something changed?

Either way, happy to help when the time is right."

沈黙の期間に関するガイドライン

SMS での会話

Expected response times:
- Hot lead: Minutes to hours
- Warm lead: Hours to 1 day
- Cold lead: 1-3 days

Action thresholds:
- 2 hours: Normal pause
- 24 hours: First follow-up
- 48 hours: Second follow-up
- 72 hours: Try alternate channel
- 7 days: Cool-down period
- 14 days: Re-engagement sequence

メールでの会話

Expected response times:
- Engaged prospect: 24-48 hours
- Semi-engaged: 2-4 days
- Low engagement: 1-2 weeks

Action thresholds:
- 48 hours: Normal pause
- 4-5 days: Follow-up
- 7-10 days: Second follow-up
- 14+ days: Re-engagement or close out

複数チャネルでの解釈

Combine signals:

Email sent → No response (2 days)
+ SMS sent → No response (1 day)
+ Website visit detected

Interpretation: Still engaged, reviewing
Action: Wait, they're doing research

vs.

Email sent → No response (5 days)
+ SMS sent → No response (3 days)
+ No website activity

Interpretation: Likely disengaged
Action: Direct check-in or breakup

高度な沈黙分析

パターン認識

Historical behavior:
- How long do they usually take to respond?
- What time of day do they typically reply?
- Which channel do they prefer?

This prospect usually responds:
- Within 4 hours → 24+ hour pause is unusual
- Within 2-3 days → Same pause is normal

外部の状況

Factor in:
- Time of year (holidays, fiscal year end)
- Day of week (Friday afternoons slow)
- Company news (funding round, layoffs)
- Industry events (conferences, seasonality)
- Their calendar (if you have visibility)

会話の段階

Pause interpretation varies by stage:

Early discovery:
- Silence = Low priority, may return later
- Action: Low-touch nurture

Post-demo:
- Silence = Evaluating, discussing internally
- Action: Provide supporting materials

Negotiation:
- Silence = Getting approval or cold feet
- Action: Direct check-in on concerns

Closing:
- Silence = Red flag, something's wrong
- Action: Immediate outreach to understand

実装

状態の追跡

conversation_state = {
  "last_message_at": "2024-01-15T10:30:00Z",
  "last_response_at": "2024-01-13T14:15:00Z",
  "pause_duration_hours": 68,
  "engagement_score": 45,
  "last_engagement_type": "email_open",
  "typical_response_time_hours": 8,
  "follow_ups_sent": 1,
  "stage": "post_demo",
  "interpretation": "monitoring",
  "next_action": "wait_24_hours"
}

判断ロジック

def assess_pause(conversation):
    pause_hours = hours_since_response(conversation)
    engagement = calculate_engagement_score(conversation)
    stage = conversation.stage

    if pause_hours < conversation.typical_response_time * 2:
        return "normal_pause", "wait"

    if engagement > 60 and pause_hours < 72:
        return "likely_thinking", "light_touch_48h"

    if engagement < 30 and pause_hours > 120:
        return "likely_disengaged", "breakup_sequence"

    if stage == "closing" and pause_hours > 48:
        return "concern", "direct_check_in"

    return "unclear", "value_add_check_in"

フォローアップの順序付け

Pause-based follow-up ladder:

1. Value add (Day 3-4)
   "Thought this might help..."

2. Status check (Day 6-7)
   "Checking in on..."

3. Direct ask (Day 10-12)
   "Still interested, or...?"

4. Breakup (Day 14+)
   "Going to close this out..."

5. Reactivation (Day 30+)
   "Things change—wanted to reconnect..."