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name: predictable-revenue description: 'Build a scalable outbound B2B sales process with specialized roles (SDR, AE, CSM). Use when the user mentions "outbound sales", "Cold Calling 2.0", "prospecting emails", "sales pipeline", "SDR process", or "B2B SaaS sales". Covers lead generation, qualification frameworks, and separating prospecting from closing. For offer design, see hundred-million-offers. For persuasion science, see influence-psychology.' license: MIT metadata: author: wondelai version: "1.0.1"

Predictable Revenue Framework

A systematic approach to building a scalable, predictable B2B sales machine. Pioneered 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.

The foundation: Cold calling is dead. Cold Calling 2.0 — mass, personalized cold emails that generate referrals to the right person — is the new outbound. Combined with sales role specialization, this creates predictable, scalable revenue.

Scoring

Goal: 10/10. When evaluating or building a sales process, rate 0-10 based on predictability, specialization, and process maturity. A 10/10 means clear role separation, repeatable prospecting process, and predictable pipeline generation; lower scores indicate ad-hoc sales or reliance on heroics. Always provide current score and improvements to reach 10/10.

The Three Types of Leads

Not all leads are created equal. Treat them differently.

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

Key insight: Most companies over-invest in nets (marketing) and under-invest in spears (outbound). Seeds are the best but can't be manufactured quickly. A balanced mix of all three creates predictable revenue.

Revenue mix:

• Seeds: Invest in customer success, NPS, referral programs
• Nets: Invest in content, SEO, paid acquisition
• Spears: Invest in SDR team, Cold Calling 2.0

See: references/lead-types.md for lead source strategy and investment allocation.

Sales Role Specialization

The #1 principle: Separate prospecting from closing.

Traditional (broken) model:

• AEs prospect AND close
• Result: AEs hate prospecting, pipeline is feast-or-famine

Predictable Revenue model:

| 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 rate, expansion revenue |

SDR (Sales Development Rep)

Mission: Generate qualified pipeline through outbound prospecting.

Focus:

• Research target accounts
• Write personalized Cold Calling 2.0 emails
• Get referred to the right person
• Qualify opportunities (ANUM)
• Pass qualified opportunities to AEs

Not their job:

• Close deals
• Handle inbound leads
• Manage existing customers

Metrics:

• Qualified opportunities generated per month
• Response rate to outbound emails
• Meetings booked per week
• Pipeline value generated

SDR capacity: One SDR typically generates 10-20 qualified opportunities per month.

AE (Account Executive)

Mission: Close deals from qualified pipeline.

Focus:

• Run discovery calls
• Demo and present solutions
• Negotiate and close
• Hand off to CSM

Not their job:

• Prospect for new leads (this is SDR's job)
• Qualify inbound leads (this is MDR's job)
• Manage post-sale relationships (CSM's job)

Metrics:

• Revenue closed
• Win rate
• Average deal size
• Sales cycle length

CSM (Customer Success Manager)

Mission: Retain customers and grow accounts.

Focus:

• Onboard new customers
• Drive adoption and engagement
• Identify expansion opportunities
• Prevent churn

Metrics:

• Net revenue retention
• Churn rate
• Expansion revenue
• NPS / CSAT

The virtuous cycle:

SDR generates pipeline → AE closes → CSM retains/grows → Happy customer refers (Seeds)

See: references/roles.md for role definitions, career paths, and hiring profiles.

Cold Calling 2.0

The outbound prospecting methodology that replaces traditional cold calling.

Why traditional cold calling fails:

• Gatekeepers block calls
• Decision makers don't answer phones
• 1-3% connection rate
• Damages brand
• Not scalable

Cold Calling 2.0 process:

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

Step 1: Build Target Account List

Ideal Customer Profile (ICP):

• Company size (employees, revenue)
• Industry
• Technology stack
• Geography
• Pain points

Build list using:

• LinkedIn Sales Navigator
• ZoomInfo / Apollo / Clearbit
• Company websites
• Industry directories

Target: 200-500 accounts per SDR per quarter

Step 2: The Referral Email

The core innovation: Don't email the decision maker directly. Email above them and ask for a referral down.

Why it works:

• Senior people are helpful (they forward emails)
• Referrals have 3-5x higher response rate
• Creates warm introduction from within the company

The email template:

Subject: Quick question

Body:

Hi [Name],

I'm not sure if you're the right person to speak to about [specific topic] at [Company], but I was hoping you could point me to the right person.

We help [companies like theirs] with [specific value prop].

Would you mind pointing me to the right person to talk to?

Thanks, [Your name]

Key elements:

• Short (< 100 words)
• No pitch, no attachments, no links
• Asks for referral, not a meeting
• Specific about what you do
• Easy to forward

Response rate: 9-15% (vs. 1-3% for traditional cold emails)

Step 3: Follow Up

Follow-up sequence:

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

Break-up email example:

Hi [Name],

I haven't heard back from you. I don't want to be a pest.

Should I close your file, or would it make sense to chat?

[Your name]

Why break-up emails work: People respond to the threat of losing access/opportunity (scarcity principle).

Step 4: Qualify with ANUM

ANUM qualification framework:

| Criteria | Question | Strong Signal | Weak Signal | |----------|----------|---------------|-------------| | Authority | Can this person decide? | Decision maker or strong influencer | No buying power | | Need | Do they have the problem you solve? | Active pain, looking for solutions | "Nice to have" | | Urgency | When do they need to solve it? | This quarter, budget allocated | "Someday" | | Money | Can they afford it? | Budget exists, within range | No budget, too expensive |

Qualification call structure:

1. Build rapport (2 min)
2. Set agenda ("I want to understand your situation and see if there's a fit")
3. Discovery questions (10-15 min)
4. ANUM qualification (built into discovery)
5. Next steps (if qualified → schedule AE demo)

Step 5: Hand Off to AE

The handoff must include:

• Account background and ICP match
• Contact details and role
• Pain points discovered
• ANUM qualification notes
• Agreed next steps
• Any competitive intel

Handoff meeting: SDR introduces AE on a brief 3-way call or email, then drops off.

See: references/cold-calling-2.md for email templates, sequences, and scripts.

Pipeline Math

The math of predictable revenue:

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:

• Revenue goal: $1M ARR
• Average deal: $20K ARR
• Deals needed: 50
• Win rate: 25%
• Opportunities needed: 200
• SDR conversion: 10% of responses become qualified
• Response rate: 10% of emails get responses
• Emails needed: 20,000
• SDRs needed: ~2-3 (each sends 300-500 emails/month)

Capacity planning:

| Metric | Benchmark | Your Number | |--------|-----------|-------------| | 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 for revenue modeling templates.

Building the Sales Development Team

Hiring SDRs

Ideal SDR profile:

• Coachable (most important trait)
• Curious and intelligent
• Strong writing skills
• Resilient (handles rejection)
• Organized and process-oriented
• Not necessarily experienced

Where to hire:

• Recent graduates
• Career changers
• Internal transfers
• SDR-to-AE career path candidates

SDR 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 full quota | | Full quota | Month 4+ | 100% of quota |

Full ramp: Expect 3-4 months to full productivity.

SDR Compensation

Structure: Base salary + variable (commission on qualified opportunities)

Typical split: 60/40 or 70/30 (base/variable)

Variable triggers:

• Per qualified opportunity generated
• Bonus for opportunities that close
• Bonus for hitting/exceeding quota

See: references/team-building.md for hiring, onboarding, and compensation.

Metrics and Dashboards

Key metrics to track:

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 ratio (target >3:1)
• Payback period

Dashboard cadence:

• Daily: Activity metrics (emails, calls, responses)
• Weekly: Pipeline metrics (opportunities, meetings)
• Monthly: Revenue metrics (closed, win rate, cycle)
• Quarterly: Efficiency metrics (CAC, LTV, ratios)

See: references/metrics.md for dashboard templates.

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 | Wasted effort on wrong accounts | Define ICP before hiring SDRs | | Too few SDRs | Can't generate enough pipeline | Pipeline math: 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 just 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 |

Reference Files

• lead-types.md: Seeds, nets, spears strategy and investment
• roles.md: SDR, MDR, AE, CSM role definitions and hiring
• cold-calling-2.md: Email templates, sequences, follow-up cadence
• pipeline-math.md: Revenue modeling, capacity planning
• team-building.md: Hiring, onboarding, compensation, career paths
• metrics.md: Dashboard templates, KPI tracking
• qualification.md: ANUM framework, discovery questions
• case-studies.md: Salesforce, HubSpot, and scaling stories

Further Reading

This skill is based on Aaron Ross's Predictable Revenue methodology. For the complete system:

• "Predictable Revenue" by Aaron Ross & Marylou Tyler
• "From Impossible to Inevitable" 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. His Cold Calling 2.0 methodology became the standard for B2B outbound prospecting and is used by thousands of companies worldwide. Predictable Revenue is known as "The Bible of Outbound Sales" and has influenced an entire generation of SaaS sales organizations. Ross is also co-founder of Predictable Revenue Inc., which helps companies build outbound sales machines.