Aerchain GTM Signal-to-Outreach Pipeline — Architecture

1. Full Pipeline Flow

┌──────────────────────────────────────────────────────────────────────────────────────┐
│                              LEAD SOURCING                                            │
│  Apollo.io ─── Indian enterprises (1000+ employees, manufacturing/FMCG)               │
│  Filters: Geography=India, Industry=Metals/FMCG/Cement/Chemicals,                    │
│           Employee Count=1000+, Target Roles=CPO/CFO/Procurement Head                 │
│  Output: CSV of 50-100 accounts                                                       │
└──────────────────────────────────────────────────────────────────────────┬───────────┘
                                                                           │
                                                                           ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│                              ICP GATE (Hard Gate)                                    │
│                                                                                      │
│  ┌───────────────┐                                                                   │
│  │  ICP Check    │─────────────────────────── Anti-ICP ──→ Dashboard "Blocked" tab   │
│  │  • Revenue     │                           (no enrichment cost)                   │
│  │  • Industry    │                                                                   │
│  │  • CPO exists  │                                                                   │
│  │  • No recent   │                                                                   │
│  │    software    │                                                                   │
│  │    deal        │                                                                   │
│  └───────┬───────┘                                                                   │
│          │ ICP Pass                                                                   │
│          ▼                                                                           │
│  → Proceed to Signal Monitoring                                                     │
└──────────────────────────────────────────────────────────────────────┬───────────────┘
                                                                       │
                                                                       ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│                      SIGNAL MONITORING (Clay.com)                                    │
│                                                                                      │
│  ┌──────────────┐  ┌──────────────┐  ┌──────────────┐  ┌────────────┐  ┌──────────┐ │
│  │  BuiltWith   │  │   LinkedIn   │  │   SpyFu      │  │  Google    │  │Earnings  │ │
│  │  API         │  │   Navigator  │  │   (SEM/SEO)  │  │  News RSS  │  │Calls DB  │ │
│  └──────┬───────┘  └──────┬───────┘  └──────┬───────┘  └──────┬─────┘  └────┬─────┘ │
│         │                 │                  │                 │             │       │
│         ▼                 ▼                  ▼                 ▼             ▼       │
│  ┌────────────────────────────────────────────────────────────────────────────┐      │
│  │              Clay Waterfall Enrichment                                      │      │
│  │  1. Domain lookup → 2. LinkedIn → 3. BuiltWith → 4. SpyFu                  │      │
│  │  5. News → 6. Earnings → 7. Score signal → 8. Tier (P0/P1/Noise)           │      │
│  └────────────────────────────────────────────────────────────────────┬───────┘      │
│                                                                       │              │
│  ┌────────────────────────────────────────────────────────────────────┐              │
│  │              Million Verifier (Deliverability Check)               │              │
│  │  • Email syntax & format validation                                 │              │
│  │  • MX record & SMTP verification                                    │              │
│  │  • Catch-all & role-based detection                                 │              │
│  │  • Abuse/Greylist check                                             │              │
│  │  • Quality score per contact                                        │              │
│  └────────────────────────────────────────────────────────────────────┘              │
└───────────────────────────────────────────────────────────────────────┬──────────────┘
                                                                        │
                                                                        ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│                       AI PERSONALIZATION ENGINE                                      │
│                                                                                      │
│  Netlify Function → OpenAI (GPT-4o-mini)                                             │
│  Input: { company, signal(s), buyer_persona, signal_source }                         │
│  Prompt: Write cold outreach email referencing SPECIFIC signal to CPO/Procurement    │
│  Output: Subject + Body → fed to Instantly campaign                                  │
│                                                                                      │
│  Each signal type generates a different angle:                                       │
│  • BuiltWith → "Noticed you're migrating to SAP S/4HANA..."                          │
│  • LinkedIn → "Saw you recently took over as CPO at..."                              │
│  • SpyFu → "Your team is investing heavily in digital channels..."                   │
│  • News → "Congrats on the Kalinganagar expansion..."                                │
└───────────────────────────────────────────────────────────────────────┬──────────────┘
                                                                        │
                                                                        ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│                     OUTREACH LAYER                                                    │
│                                                                                      │
│  ┌─────────────────────────────────────────────────────────────────────┐             │
│  │  Instantly (Full Campaign Automation)                               │             │
│  │  • Multi-account warmup & rotation                                  │             │
│  │  • A/B subject line & body testing                                  │             │
│  │  • Automated sequences (Day 1, Day 3, Day 7)                        │             │
│  │  • Open/click/reply tracking                                        │             │
│  │  • Auto-pause on reply → routes to Reply Classification             │             │
│  └─────────────────────────────────────────────────────────────────────┘             │
│                                                                                      │
│  ┌────────────────────┐    ┌────────────────────┐    ┌──────────────────────────┐   │
│  │  WhatsApp          │    │  LinkedIn DM       │    │  Loom Video              │   │
│  │  (Business API)    │    │  (Sales Nav DM)    │    │  (Personalised 1-min)    │   │
│  │                    │    │                    │    │                          │   │
│  │  → AI analysis on  │    │  → Manual send     │    │  → Sent via WhatsApp     │   │
│  │    every reply     │    │    from UI         │    │    or LinkedIn DM        │   │
│  └────────┬───────────┘    └────────────────────┘    └──────────────────────────┘   │
└───────────┼──────────────────────────────────────────────────────────────────────────┘
            │
            ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│                     REPLY CLASSIFICATION (Feedback Loop)                             │
│                                                                                      │
│  ┌─────────────────────┐    ┌─────────────────────────────┐                          │
│  │  Email Reply (via   │    │  WhatsApp Reply (via Custom │                          │
│  │  Instantly)         │    │  AI Analysis)               │                          │
│  └──────────┬──────────┘    └──────────────┬──────────────┘                          │
│             │                               │                                        │
│             ▼                               ▼                                        │
│  ┌─────────────────────────────────────────────────────────┐                        │
│  │  GPT-4o-mini Classification                              │                        │
│  │  • Meeting Booked    • Positive (interested)             │                        │
│  │  • Info Request      • Neutral                           │                        │
│  │  • Not Interested    • Out of Office                     │                        │
│  │  • Bounced (email)   • Spam                              │                        │
│  └──────────────────────────┬──────────────────────────────┘                        │
│                             │                                                        │
│                             ▼                                                        │
│  ┌─────────────────────────────────────────────────────────┐                        │
│  │  Action Router                                            │                        │
│  │  • Meeting Booked → Move to pipeline, notify SDR         │                        │
│  │  • Positive/Info → Schedule follow-up in Instantly       │                        │
│  │  • Not Interested → Archive, log reason                   │                        │
│  │  • Bounced → Flag contact, retry via alternate channel   │                        │
│  └─────────────────────────────────────────────────────────┘                        │
└──────────────────────────────────────────────────────────────────────────────────────┘

2. Tech Stack

Layer Tool Cost Purpose
Lead Source Apollo.io $99/mo Filter Indian enterprises by geography, industry, size, role
ICP Gate Custom rule engine (Clay + manual) $0 Validate leads against ICP criteria before enrichment
Signal Enrichment Clay.com $150/mo Waterfall: BuiltWith → LinkedIn → SpyFu → News → Score → Tier
Tech Signals BuiltWith API ~$0.01/query Detect ERP, procurement software, tech stack changes
People Signals LinkedIn Sales Navigator ~$100/mo Job changes, hiring, team expansion, leadership moves
Competitive Signals SpyFu ~$39/mo SEM/SEO spend changes, digital ad strategy, keyword shifts
News Signals Google News RSS + NewsAPI Free tier Plant expansions, cost-cutting announcements, press releases
Financial Signals Screener.in / Trendlyne Free Earnings call transcripts → cost/digi-trans mentions
Email Deliverability Million Verifier ~$0.01/email Syntax check, MX/SMTP verification, catch-all detection, quality scoring
AI Engine OpenAI (GPT-4o-mini) ~$0.02/email Personalised outreach email + reply classification
Email Campaigns Instantly $30-97/mo Multi-account warmup, sequences, A/B testing, auto-reply detection
WhatsApp WhatsApp Business (manual) Free High-reach channel for Indian execs
WhatsApp AI Custom Netlify Function (GPT-4o-mini) ~$0.005/reply Per-reply classification of incoming WhatsApp messages
Loom Loom (free tier) Free Personalised video outreach
Hosting Netlify (Functions + Static) Free tier Serve UI + proxy AI calls
Frontend Vanilla HTML/CSS/JS Company cards, signal editor, email output

3. ICP Gate (Hard Gate — Before Enrichment)

Every lead from Apollo.io passes through the ICP Gate before any enrichment spend.

Gate Rules

PASS (Proceed to Signal Monitoring):
  ✅ Annual revenue ≥ ₹5,000Cr
  ✅ Industry in: Metals & Mining, FMCG, Cement, Chemicals, Manufacturing
  ✅ Dedicated CPO or Procurement Head exists (verified via LinkedIn)
  ✅ No procurement software deal signed in last 12 months (BuiltWith check)
  ✅ Company NOT in Anti-ICP list (see §8)

BLOCK (Dashboard "Blocked" — No enrichment):
  🚫 IT Services (TCS, Infosys, Wipro, HCL, TechM) — procurement is billable
  🚫 PSUs with mandated vendor lists — zero CPO discretion
  🚫 Family-run businesses where promoter buys direct — no procurement process
  🚫 Signed procurement software deal ≤12 months — locked out
  🚫 No dedicated CPO — procurement handled by finance/ad-hoc

COST SAVED PER BLOCKED LEAD: ~$0.15 (enrichment + verification + AI generation)

Gate Implementation

Step Data Source Decision
1. Industry check Apollo.io + manual verify Block IT services, PSUs
2. Revenue check Apollo revenue estimate + Screener.in Block if < ₹5,000Cr
3. CPO existence LinkedIn Sales Navigator search Block if no procurement head
4. Recent software deal BuiltWith history (last 12 mo) Block if procurement software found
5. Ownership structure Manual research (CII list, company website) Block family-run with no procurement

Blocked leads appear in the dashboard 🔴 Blocked tab with the specific block reason. They consume no API credits.

4. Lead Layer — Apollo.io Workflow

Filters

Export Fields per Account