---
name: wondelai/predictable-revenue
source: https://app.decimal.ai/s/wondelai-predictable-revenue@1/SKILL.md
source_sha256: f2968c4f0b29
---

# Predictable Revenue Framework

A systematic approach to building a scalable, predictable B2B sales machine — the outbound prospecting system that helped Salesforce add $100M in recurring revenue.

## Core Principle

**Predictable lead generation drives predictable revenue.** The biggest mistake in sales is having the same people prospect AND close — specialization creates a repeatable, scalable machine. Traditional cold calling is dead; Cold Calling 2.0 (mass, personalized cold emails that generate referrals to the right person) is the new outbound.

## Scoring

**Goal: 10/10.** Score a sales process 0-10 by awarding 2 points for each of the five [Quick Diagnostic](#quick-diagnostic) rows it satisfies (prospecting/closing separated, defined outbound process, 3-month pipeline predictability, known lead-type mix, standardized SDR→AE handoff). Bands: **9-10** = role separation plus a repeatable process that predicts pipeline; **5-6** = some specialization but ad-hoc prospecting or unpredictable pipeline; **≤3** = one person prospects and closes, revenue depends on heroics. Always give the current score and the specific diagnostic rows blocking 10/10.

## The Three Types of Leads

**Not all leads are equal — treat them differently.**

| Type | Source | Conversion | Cost | Example |
|------|--------|------------|------|---------|
| **Seeds** | Word of mouth, referrals, organic | Highest | Lowest (takes time) | Customer referral, NPS-driven |
| **Nets** | Marketing campaigns, inbound | Medium | Medium | Content, SEO, webinars |
| **Spears** | Outbound prospecting | Lower but predictable | Higher (people-intensive) | Cold Calling 2.0 |

**Key insight:** Most companies over-invest in nets and under-invest in spears; seeds are the best but can't be manufactured quickly. Invest accordingly — customer success and referral programs (seeds), content and paid acquisition (nets), SDR team (spears).

See [references/lead-types.md](references/lead-types.md) when deciding where to invest — it sizes the seeds/nets/spears budget split by company stage.

## Sales Role Specialization

**The #1 principle: separate prospecting from closing.** When AEs prospect and close, they hate prospecting and pipeline becomes feast-or-famine.

| Role | Focus | Metrics |
|------|-------|---------|
| **SDR (Sales Development Rep)** | Outbound prospecting → qualified opportunities | Qualified meetings/month |
| **MDR (Market Development Rep)** | Inbound lead qualification | Qualified leads/month |
| **AE (Account Executive)** | Close deals | Revenue closed, win rate |
| **CSM (Customer Success Manager)** | Retain and grow accounts | Retention, expansion revenue |

### SDR (Sales Development Rep)

Generate qualified pipeline: research target accounts, send Cold Calling 2.0 emails, get referred to the right person, qualify with ANUM, pass to AEs. Not their job: closing, inbound leads, or existing customers. One SDR typically generates 10-20 qualified opportunities per month — measure opportunities, response rate, meetings booked, and pipeline value.

### AE (Account Executive)

Close deals from qualified pipeline: run discovery, demo, negotiate, close, hand off to CSM. Not their job: prospecting (SDR), inbound qualification (MDR), or post-sale management (CSM). Measure revenue closed, win rate, average deal size, and sales cycle length.

### CSM (Customer Success Manager)

Retain and grow accounts: onboard, drive adoption, surface expansion opportunities, prevent churn. Measure net revenue retention, churn rate, expansion revenue, and NPS/CSAT.

**The virtuous cycle:** SDR generates pipeline → AE closes → CSM retains/grows → happy customer refers (Seeds).

See [references/roles.md](references/roles.md) when defining a new role or org chart — it has full charters, career paths, and hiring profiles for each role.

## Cold Calling 2.0

**Outbound prospecting that replaces traditional cold calling**, which fails on every front: 1-3% connection rate, gatekeepers, brand damage, no scalability.

```
1. Build list → 2. Send mass email → 3. Get referral → 4. Call the referral → 5. Qualify
```

### Step 1: Build Target Account List

Define your Ideal Customer Profile (company size, industry, tech stack, geography, pain points), then build the list via LinkedIn Sales Navigator, ZoomInfo/Apollo/Clearbit, or industry directories. Target 200-500 accounts per SDR per quarter.

### Step 2: The Referral Email

**The core innovation: don't email the decision maker — email above them and ask for a referral down.** Senior people forward emails, and referrals get 3-5x higher response because the introduction comes from inside the company. The email asks one thing — "who is the right person?" — under 100 words, no pitch, no attachments, no links, easy to forward. Response rate: 9-15% vs. 1-3% for traditional cold emails. For the verbatim template, subject-line open-rate table, and the full Day 1/3/7/14/30 sequence bodies, open [references/cold-calling-2.md](references/cold-calling-2.md).

### Step 3: Follow Up

| Day | Action |
|-----|--------|
| 1 | Send referral email |
| 3 | Follow up if no response |
| 7 | Second follow-up (different angle) |
| 14 | Break-up email ("Should I close your file?") |
| 30 | Re-engage (new trigger event or content) |

The **break-up email** on Day 14 often draws the highest response in the sequence — people respond to losing the opportunity (scarcity).

### Step 4: Qualify with ANUM

| Criteria | Question | Strong Signal | Weak Signal |
|----------|----------|---------------|-------------|
| **A**uthority | Can this person decide? | Decision maker or strong influencer | No buying power |
| **N**eed | Do they have the problem you solve? | Active pain, seeking solutions | "Nice to have" |
| **U**rgency | When must they solve it? | This quarter, budget allocated | "Someday" |
| **M**oney | Can they afford it? | Budget exists, within range | No budget, too expensive |

Call structure: rapport (2 min) → set agenda ("understand your situation, see if there's a fit") → discovery questions with ANUM built in (10-15 min) → next steps (if qualified, schedule AE demo).

### Step 5: Hand Off to AE

Include account background and ICP match, contact details and role, pain points, ANUM notes, agreed next steps, and competitive intel. SDR introduces AE on a brief 3-way call or email, then drops off.

**Ethical boundary:** Comply with spam laws (CAN-SPAM, GDPR) and honor opt-outs immediately — including removing a hostile "stop emailing me" from the sequence on the spot, not at the next scheduled touch.

See [references/qualification.md](references/qualification.md) when running the ANUM discovery call — it has the full discovery question bank per criterion.

## Pipeline Math

Work backward from the revenue goal:

```
Revenue Goal ÷ Average Deal Size = Deals Needed
Deals Needed ÷ Win Rate = Opportunities Needed
Opportunities Needed ÷ SDR Conversion = Prospects Needed
Prospects Needed ÷ Response Rate = Emails Needed
```

**Example:** $1M ARR ÷ $20K deals = 50 deals; ÷ 25% win rate = 200 opportunities; at 10% response rate and 10% response-to-qualified conversion = 20,000 emails ≈ 2-3 SDRs (each sends 300-500/month).

| Metric | Benchmark |
|--------|-----------|
| Emails per SDR per day | 50-100 |
| Response rate | 9-15% |
| Qualified opportunities per SDR per month | 10-20 |
| AE demo-to-close rate | 20-30% |
| Average sales cycle | 30-90 days |

See [references/pipeline-math.md](references/pipeline-math.md) when sizing the SDR team to a revenue target — it has the full capacity-planning and revenue-modeling templates.

## Building the Sales Development Team

See [references/case-studies.md](references/case-studies.md) when you want a worked precedent for standing up or scaling the machine — it walks through Salesforce, HubSpot, and other implementations with starting state, results, and failure modes.

### Hiring SDRs

Hire for coachability (the most important trait), curiosity, strong writing, resilience, and organization — experience is optional. Source recent graduates, career changers, and internal transfers. Career path: SDR (6-18 months) → Senior SDR → AE or SDR Manager.

### SDR Ramp Time

| Phase | Timeline | Expectations |
|-------|----------|-------------|
| Training | Weeks 1-2 | Product knowledge, tools, process |
| Shadowing | Weeks 3-4 | Observe experienced SDRs, practice |
| Ramping | Months 2-3 | 50% of quota |
| Full quota | Month 4+ | 100% of quota |

Expect 3-4 months to full productivity.

### SDR Compensation

Base + variable, typically 60/40 or 70/30. Pay variable per qualified opportunity generated, with bonuses for opportunities that close and for exceeding quota.

See [references/team-building.md](references/team-building.md) when hiring or building the comp plan — it has interview scorecards, the onboarding curriculum, and detailed compensation structures.

## Metrics and Dashboards

### Leading Indicators (Predictive)

Emails sent per SDR per day, response rate, meetings booked per week, qualified opportunities per month, pipeline value generated.

### Lagging Indicators (Results)

Revenue closed, win rate, average deal size, sales cycle length, customer acquisition cost (CAC).

### Efficiency Metrics

Cost per qualified opportunity, SDR:AE ratio (typically 2-3 SDRs per AE), LTV:CAC (target >3:1), payback period.

**Cadence:** daily activity metrics → weekly pipeline → monthly revenue → quarterly efficiency.

See [references/metrics.md](references/metrics.md) when building the sales dashboard — it has KPI definitions, formulas, and dashboard layouts by cadence.

## Common Mistakes

| Mistake | Why It Fails | Fix |
|---------|-------------|------|
| **AEs prospecting** | Feast-or-famine pipeline | Hire dedicated SDRs |
| **Long, pitchy emails** | Low response rate | Short, referral-focused emails |
| **No ICP definition** | Effort wasted on wrong accounts | Define ICP before hiring SDRs |
| **Too few SDRs** | Not enough pipeline | Work backward from revenue goal |
| **No hand-off process** | Leads fall through cracks | Standardize SDR→AE handoff |
| **Measuring activity, not results** | Busy but not productive | Track qualified opportunities, not emails |

## Quick Diagnostic

Audit any B2B sales process:

| Question | If No | Action |
|----------|-------|--------|
| Are prospecting and closing separated? | SDRs doing both = bottleneck | Create dedicated SDR role |
| Is there a defined outbound process? | Ad-hoc prospecting | Implement Cold Calling 2.0 |
| Can you predict pipeline 3 months out? | Revenue is unpredictable | Build pipeline math model |
| Do you know your lead type mix? | Over-reliance on one source | Balance seeds, nets, spears |
| Is SDR→AE handoff standardized? | Leads lost in transition | Create handoff checklist |

## Further Reading

For the complete system:

- [*"Predictable Revenue"*](https://www.amazon.com/Predictable-Revenue-Business-Practices-Salesforce-com/dp/0984380213?tag=wondelai00-20) by Aaron Ross & Marylou Tyler
- [*"From Impossible to Inevitable"*](https://www.amazon.com/Impossible-Inevitable-Hyper-Growth-Companies-Predictable/dp/1119166713?tag=wondelai00-20) by Aaron Ross & Jason Lemkin (scaling to $100M+ ARR)

## About the Author

**Aaron Ross** built the outbound sales process at Salesforce.com that added $100M+ in recurring revenue, and co-founded Predictable Revenue Inc. His book *Predictable Revenue* — known as "The Bible of Outbound Sales" — made Cold Calling 2.0 the standard for B2B outbound prospecting.