reddit-lead-inbox

Monitors Reddit 24/7 for buyer-intent keywords, filters leads by AI intent scoring, drafts founder-voice replies, enables manual approval and attribution tra...

Reddit Lead Inbox — 购买意图监控 + Founder-Voice AI 评论草稿 + 归因追踪

"We got our first 50 paying customers from Reddit comments, NOT paid ads."

— This is the most common Indie Hacker post title on r/Entrepreneur. (Examples: Calendly's first 100 users, Linear's initial 200 logos, 1,000+ solo SaaS founders — all from Reddit comments.)

Reddit works so well because:

• A Reddit comment is 10x more trusted than a Google Ad (community vs ad)
• CPC is $0.5-$2 vs LinkedIn $8-$12 (70-85% cheaper for B2B)
• Reddit posts rank in Google for 3+ years (SEO compounding)
• Reddit is the #1 cited domain in ChatGPT/Perplexity answers (GEO compounding)

But it's MANUAL. You can't monitor 20+ subreddits 24/7 for people saying "I need [your thing]."

F5Bot ($17/mo) is free keyword alerts but no AI — you still get 90% noise ("anyone know alternatives to [your competitor]" but 9 out of 10 are tangential). ReplyGain ($29/mo) and RedditGrow ($19.50/mo) are HITL tools, but they don't handle the full inbox workflow + attribution.

This Skill: Set up 10-50 buyer-intent keyword phrases → 24/7 Reddit monitoring → AI double-filter (keyword + intent scoring, removes 80-90% noise) → Inbox queue → Founder-voice AI reply draft → Manual HITL approval → 1-click post → UTM + Stripe attribution tracking.

Who uses this? Solo SaaS founders, B2B indie hackers, micro-SaaS teams ($1K-$50K MRR range), freelancers, digital product sellers.

Trigger Scenarios

Invoke this Skill when the user:

• Sets up a lead inbox: "Monitor Reddit for people saying 'alternative to Notion templates for PMs'"
• Wants daily digest: "Send me today's Reddit leads with reply drafts"
• Reviews inbox: "Show me pending replies, approve these 3 drafts"
• Asks for attribution: "How many signups did Reddit generate this month?"
• Wants signal tuning: "These leads are 80% noise — tune the filter to focus more on 'I need X' vs 'what do you think of X'"

Prerequisites

• Mandatory: 3-10 buyer-intent keyword phrases (max 50 per Pro tier), e.g.:
  • "looking for" + "[product category]"
  • "alternative to" + "[competitor name]"
  • "switching from" + "[competitor]"
  • "recommend" + "[pain point category]"
  • Pain point sentences: "hate when X" / "frustrated with" / "spend too much time on" / "any tool that does"
• Optional: User provides Reddit OAuth token (read-only — to pull comment context, no posting action) — if not provided, uses public RSS + JSON endpoints with rate limiting
• Posting action: NEVER auto-posts. Skill generates draft → user copies, pastes, edits in Reddit → posts manually. (This is HITL = Human-in-the-loop, the only Reddit-TOS-compliant way at scale. NO managed accounts, NO auto-poster bots.)
• Attribution: User provides Stripe API key (read-only) + UTM params → Reddit-to-paid attribution (optional feature)

Workflow

Step 1: Keyword Setup + Intent Classification Taxonomy

User inputs raw keywords. Skill classifies each into intent tiers:

text

📌 INTENT TIER CLASSIFICATION SYSTEM
────────────────────────────────────────
Tier 0 - 🔥 IMMEDIATE BUY SIGNAL (0-10% of alerts, 50% of value)
  Patterns: "I need to buy [X] today", "I'm ready to switch from [competitor]", "Anyone know a PAID tool that does [X]"
  Action priority: REPLY WITHIN 4 HOURS. These people are pulling out the credit card.

Tier 1 - 🟢 ACTIVE RESEARCH (20-30% of alerts, 35% of value)
  Patterns: "looking for [product]", "alternative to [competitor]", "recommend [category]", "frustrated with [pain point]"
  Action priority: Reply within 24 hours. 70% will buy within 14 days if you give value first.

Tier 2 - 🟡 PASSIVE CURIOSITY (30-40% of alerts, 10% of value)
  Patterns: "what do you think of [product]", "has anyone tried [X]", "[product] vs [Y]"
  Action priority: Reply ONLY if you can add INSANE value (10+ sentences, specific advice). Otherwise skip.

Tier 3 - 🔴 NOISE / SPAM (20-40% of alerts)
  Patterns: Pure opinion poll, competitor shilling, unrelated keyword match (e.g. "I need to buy groceries today" hits the "need to buy" keyword)
  Action: AUTO-DISCARD. Do NOT waste time.

Example Classification of your keyword set:
User input keyword: "alternative to Notion for project management"
→ TARGET SUBS + TIER: r/ProductManagement (T1), r/NotionSo (T1 if negative about Notion, T2 if neutral), r/SaaS (T1), r/smallbusiness (T1)
→ Contextual filter: MUST contain "switching" OR "migrate" OR "tired of" OR "problem with" in comment body to elevate from T2 to T1.

Step 2: 24/7 Monitoring + Dual-Stage AI Filtering (Noise Reduction)

The core algorithm that eliminates the F5Bot problem (80-90% noise alerts):

Stage 1: Keyword Match Pull (cheap API)

• Pull public Reddit comments / posts that match the keyword literal OR near-synonym
• ~1,000-10,000 pulls/day per keyword set
• Cost: Public RSS + JSON = $0

Stage 2: LLM Intent Filter (AI, 1 call per Stage-1 match, ~100-500 calls/day = ~$0.50-$2/day LLM cost, negligible)

• Run each Stage-1 match through Claude / local LLM with this exact prompt:

  text

  Classify this Reddit comment (Author: [un], Subreddit: [sub], Date: [date]):
  Comment text: "[paste 200 chars around keyword match]"
  
  Classification questions:
  1. Does the comment author have a PAIN POINT that the product [product category, description] could solve? (Yes/Partial/No)
  2. On a scale 0-10, how strong is their BUYING INTENT for this product category?
  3. Is this comment: a) Genuine question/discussion from a real potential user, b) Competitor shilling / SEO spam, c) Poll / off-topic / meme, d) Blogspam / URL-only, e) Bot / obvious AI content?
  4. What SPECIFICALLY is the pain point in 3 words or fewer?
  5. Which of these sub-classes applies: [your Tier 0 / 1 / 2 patterns]
  
  Respond ONLY as JSON with keys: pain (Yes/Partial/No), buying_intent (0-10), authenticity (a/b/c/d/e), pain_3words (str), tier (0/1/2/3)
  

Result: 1,000 Stage-1 matches → ~80-200 Stage-2 T0+T1 leads = 80-92% noise reduction. User only sees the T0+T1 leads in their inbox.

Step 3: Lead Inbox Queue (Daily Digest)

Format:

text

📬 DAILY LEAD INBOX — August 12, 2026
──────────────────────────────────────────
📊 TODAY'S METRICS:
Total Stage-1 matches: 1,247 comments
After Stage-2 AI filter: 87 leads passed
Tier 0 (Buy NOW): 5 leads (🔥 REPLY FIRST TODAY)
Tier 1 (Active Research): 42 leads (reply within 24h)
Tier 2 (Passive): 40 leads (value-reply only or skip)
Noise discarded: 1,160 / 1,247 = 93.0% noise reduction ✅ (target was 80%+, performing ABOVE EXPECTATION)

──────────────────────────────────────────
🔥 TIER 0 LEAD #1 / 5 — HIGHEST PRIORITY
──────────────────────────────────────────
📝 Subreddit: r/ProductManagement (247k subs, target ICP match)
👤 Comment Author: u/pm_sarah_84 (account age 2.3y, karma 4.2k — ✅ REAL PERSON, not bot)
🕒 Posted: 47 minutes ago (still rising, 12 comments, OP still replying)
🔍 Match Keyword: "switching from Linear to something cheaper"
💬 Full Comment Context (200 chars before + after keyword match):
  "...our startup has 12 people, we were paying $14/user/month for Linear but it's overkill for our workflow — most of us are PMs who just need basic roadmapping + ticket status, not all the scrum stuff. We're switching from Linear this month, anyone have a recommendation for something 50%+ cheaper but still has Gantt charts? Prefer something bootstrapped or indie, not another VC-funded tool that raises prices next year like Linear did 😤"

🤖 AI INTENT SCORE BREAKDOWN:
  Buying Intent: 9/10 → 🔥 TIER 0 (actively switching, price point specific, mentions indie = your ICP exactly)
  Pain 3 words: Linear Too Expensive
  Authenticity: A ✅ Real PM at 12-person startup
  Tier: 0

🎯 YOUR AI REPLY DRAFT (Founder-voice, copy-paste editable):
  > Hey Sarah! Fellow bootstrapped indie founder here — I hear you on Linear raising prices (that VC $$$ has to get paid back eventually, right?)
  
  > I built a basic roadmapping + ticket tool for exactly this use case (12-person team, don't need all the fancy scrum artifacts). It's $5/user/month flat, no per-seat upcharges, indie-funded, no VC. Has Gantt charts, basic roadmaps, ticket status, GitHub sync.
  
  > I won't link-drop in the thread but if you want to DM me I can send you a 14-day free trial + a demo of exactly how our 12-person customer migrated from Linear (they saved 58% on their PM tool bill).
  
  > Quick question: Are you also using Linear for sprints or JUST roadmapping + tickets? That affects which migration path works best.

→ Post-edit instructions: ADD ONE SPECIFIC PERSONAL DETAIL (modify to a real memory of your own) before copying. Do NOT paste verbatim (that's AI detectable). Add 1-2 typos like "dont" → don't or a contraction if it feels too polished.

→ UTM link to use in DM: https://[yourproduct]?utm_source=reddit&utm_medium=comment&utm_campaign=linear-alternative&utm_content=pm_sarah_84_0812

✅ Estimated close rate: 8-15% for Tier 0 leads in your EXACT ICP with this reply format.

──────────────────────────────────────────
(Then 4 more Tier 0 leads + 42 Tier 1 + 40 Tier 2 each with similar format but shorter drafts for Tier 2.)

Step 4: UTM Auto-Generation + Stripe Attribution

For every reply draft:

1. Generate unique UTM per Reddit lead (not generic utm_source=reddit). This is how you track Reddit→Signup→Paid.

   text

   UTM Formula per lead:
   utm_source = reddit
   utm_medium = comment
   utm_campaign = [keyword category, e.g. linear-alternative]
   utm_content = [redditor_username]_[date(MMDD)] → unique per lead
   utm_term = [tier 0/1/2]
   

2. Monthly Stripe Attribution Report (if user provides Stripe read-only key):

   text

   💰 REDDIT → PAID CUSTOMER ATTRIBUTION REPORT (July 2026)
   ──────────────────────────────────────────────────
   Total Reddit leads passed inbox: 1,284
   Total reply drafts approved by you: 412 (32% reply rate, healthy)
   → Landing page clicks from Reddit UTM links: 142 (34.5% CTR on replies)
   → Signups: 47 (33.1% signup conversion from click = EXCELLENT)
   → Paid customers (Stripe): 11 customers × $29 avg MRR = $319 MRR gained from Reddit
   → LTV estimate ($29 × 24mo avg churn) = $7,656 LTV gained
   
   Tier Performance:
   Tier 0: 5 replies → 3 paid customers (60% close rate, wow!) → $87 MRR
   Tier 1: 287 replies → 8 paid customers (2.8% close rate) → $232 MRR
   Tier 2: 120 replies → 0 paid customers (0% close rate → DECISION: Stop replying to Tier 2, focus 100% on Tier 0+1)
   
   CAC (Cost of Reddit Lead Inbox Pro): $49/mo
   → Payback Period: 49 / 319 = 0.15 months = 4.5 DAYS. Unheard of ROI.
   → Month 1 ROI: 651%
   

Step 5: Reply Quality Score + Pattern Feedback (Continuous Improvement)

After user reports back "this reply converted / this reply was ignored":

text

📈 REPLY QUALITY FEEDBACK LOOP
──────────────────────────────────────────
Recent reply patterns & their conversion:
──────────────────────────────────────────
✅ HIGH CONVERSION PATTERN (12% close rate):
  - Opens with a relatable founder story ("fellow indie founder, I had THIS exact pain")
  - No link in comment thread (profile / DM only)
  - Asks 1 specific follow-up question about the pain
  - Specific number: "saves 58% on their PM tool bill"

🔴 LOW CONVERSION PATTERN (0.5% close rate):
  - "Hey check out my tool [link]!" (2 lines, no value)
  - Affiliate link in comment = instant shadowban risk
  - "I think you'd love it!" (generic hype, no specific pain match)

Last 3 days reply data:
76.2% of replies you sent had the high-conversion pattern ✅
23.8% had pattern violations → focus today: NO LINK in comment. DM only.

Output Constraints

• Mandatory warning on EVERY Lead Inbox page: "🚫 REDDIT TOS COMPLIANCE NOTICE: Never post this reply draft with a link inside the comment thread. Product links go ONLY in DMs (direct messages) or your profile bio. Link-in-comment is the #1 reason founder accounts get shadowbanned. The UTM link generated is for YOUR DM use only — NOT the public comment."
• Mandatory: Noise reduction percentage must be displayed on every daily digest ("93% noise reduction today") — this proves the tool's value vs F5Bot.
• Reply drafts MUST always be marked "copy-paste editable" with a specific instruction to add 1 personal memory, 1 typo/contraction. Never paste AI verbatim.
• Stripe attribution: If API key provided, explicitly state "✅ Read-only permission only. Can NOT charge customers, only pull payment records."
• Tier 2 leads must come with a warning: "This is Tier 2. Only reply if you can write 10+ sentences of genuinely actionable advice without mentioning your product. Otherwise SKIP — Tier 2 historically has 0% conversion for your product."
• Never promise specific conversion numbers. State ranges: "8-15% for Tier 0 leads in similar ICP cases" (past data, not guarantee).

What This Skill Does NOT Do

• ❌ Does NOT post comments or replies to Reddit for you. HITL (Human-in-the-loop) is the ONLY Reddit-TOS-compliant approach. Skill generates DRAFTS. User copies, pastes, edits, posts.
• ❌ Does NOT auto-DM users. DM drafts only. User manually sends DMs through Reddit website/app.
• ❌ Does NOT do full Reddit subreddit scanning (GummySearch model, killed by API cost). Uses keyword pull + LLM filter = cost controlled.
• ❌ Does NOT buy upvotes or manipulate Reddit votes (instant permaban).
• ❌ Does NOT manage multiple accounts for cross-posting (cross-contamination risk).

Pricing Logic

Tier	Monthly	Features
Starter	$29/mo	1,000 Stage-1 match pulls/day, 10 keyword phrases, T0+T1 leads, daily digest inbox, AI reply drafts (1K leads/mo), UTM generator
Pro	$49/mo	UNLIMITED Stage-1 pulls, 50 keyword phrases, T0+T1+T2 leads, Stripe attribution, Telegram/Discord alerts, CSV export, reply quality scoring feedback loop, 3 ICP profiles
Agency 5-pack	$149/mo	5 ICP profiles × 50 keywords, shared team inbox (3 team seats), client white-label reports, Slack alerts

Price anchors against:

• ReplyGain: $29 Starter / $79 Pro / $199 Business (Pro tier limits leads 5K/mo — our Pro is UNLIMITED)
• RedditGrow: $19.50/mo Growth / $49.50/mo Agency (force manual review slower, no Stripe attribution)
• F5Bot Power: $17/mo (NO AI filter, 90% noise. Cheaper but useless.)
• Syften: From $19/mo (NO reply drafts, Boolean filter only, no AI)
• Brand24 (enterprise): $99-$399+/mo (overkill)

$29/$49 lands at the ReplyGain-comparable price point but with UNLIMITED leads (vs 5K cap) + Stripe attribution (unique feature). The 4.5-day payback period calculation is the single strongest ROI argument on the listing page.