Sales Outreach Agent

1. Agent sends personalized outreach to prospects
2. When prospect replies, agent gets the full thread
3. Agent responds with relevant information
4. Labels track stage: outreach → replied → qualified → closed

prospects = [
    {"email": "alice@startup.com", "name": "Alice", "company": "Startup Inc"},
    {"email": "bob@bigcorp.com", "name": "Bob", "company": "BigCorp"},
]

for prospect in prospects:
    text = f"""Hi {prospect['name']},

I noticed {prospect['company']} is scaling fast. We help companies like yours
automate email workflows with AI agents.

Would you be open to a quick 15-min call this week?

Best,
Sales Agent"""

    res = requests.post(f"{BASE}/messages/send", headers=headers, json={
        "to": [prospect["email"]],
        "subject": f"AI email automation for {prospect['company']}",
        "text": text
    })

    # Label as outreach
    msg = res.json()
    requests.patch(
        f"{BASE}/messages/{msg['messageId']}",
        headers=headers,
        json={"addLabels": ["outreach", "pending-reply"]}
    )

# Check for replies to outreach
res = requests.get(f"{BASE}/messages?labels=unread", headers=headers)

for msg in res.json()["messages"]:
    thread = requests.get(
        f"{BASE}/threads/{msg['threadId']}", headers=headers
    ).json()

    # Check if this is a reply to our outreach
    has_outreach = any("outreach" in m.get("labels", []) for m in thread["messages"])
    if not has_outreach:
        continue

    # Generate follow-up
    reply = generate_sales_reply(thread["messages"])

    requests.post(
        f"{BASE}/messages/{msg['messageId']}/reply",
        headers=headers,
        json={"text": reply}
    )

    requests.patch(
        f"{BASE}/messages/{msg['messageId']}",
        headers=headers,
        json={
            "addLabels": ["read", "replied"],
            "removeLabels": ["unread", "pending-reply"]
        }
    )

# Prospects who haven't replied
GET /v0/messages?labels=pending-reply

# Prospects who replied
GET /v0/messages?labels=replied

# Qualified leads
GET /v0/messages?labels=qualified