The Numbers

Every table row in this book that carries a currency amount or a percentage, in one place, with the chapter that argues it. Read out of the manuscript when the site is built — not typed here.

120 rows, from 26 chapters.

Scope, stated so you can check it: a row qualifies when one of its cells carries a dollar amount or a percentage. A row whose only number is a pose fraction, a model version, or a cross-reference stays in its chapter — an index that swallowed those would be a table of contents wearing a data page as a costume.

A row that carries a marker shows it. [AS OF 2026-10] means the figure was true on that date. [UNVERIFIED] means we could not check it and you should treat the direction as reliable and the decimal as decorative. [VENDOR CLAIM] means it comes from a party with something to sell.

Four Business Models: Pick One Before You Learn Any Tool

Introduction and Frameworks

$4,230 in one month, with about two thirds from chat and roughly a seventh from subscriptions: one practitioner, May 2026, first-person
More than 80% of revenue from chat: a second practitioner, first-person
$20,000 lifetime, best month above $8,000, roughly $25,000 by August 2026: first-person reports
Most accounts land between $0 and $500 per month: distribution across the threads studied
An active minority reach $1,000 to $10,000 in their first year: same

The Break-Even Calculator: Before You Spend a Dollar

Introduction and Frameworks

Minimum: $35.99 · One image subscription, one voice tool, cloud GPU only when needed
Working: $102 · Image plus video generation, voice, editing, a cloud GPU allowance
Volume: $211.99 · Higher video allowances, faster models, more concurrent work

The 2026 Market: Numbers and Their Disagreements

Understanding the Game

Organic reach on short-form video [AS OF 2026-10]: Down ~35% year over year · You cannot rely on volume alone
Consumers who see AI content "often" or "very often": ~56% · Disclosure is a known phenomenon to your audience (11.3)
Brand content that is AI-generated: ~48% · The category is normalized on the supply side
Engagement rate, virtual vs human accounts: 5.67% vs 1.89% · The gap is an opportunity *and* a warning
Gen Z who follow at least one virtual persona: 57% · A real audience exists
Gen Z who bought something a virtual persona recommended: 35% · A purchase path exists
Financial brands that have never used a virtual persona: 22% · Unworked demand in a high-value vertical

The Persona Content Plan

Strategy and Identity

Authority — what she knows, teaches, demonstrates: Builds the reason to follow · 40%
Life — where she is, what she is doing, the world from 2.3: Builds attachment and continuity · 30%
Opinion — what she thinks, agrees with, disagrees with: Builds a voice, drives comments · 20%
Commercial — product, partner, promotion: Converts · 10%

The Model Landscape: A Map Without Marketing

Technical Foundations

Veo 3.1: API · Native audio; three quality tiers · $0.40/s standard, $0.10/s Fast, $0.05/s Lite

The Method Ladder: Which Technique at Which Stage

Face Consistency

6: LoRA · Teaches the base model the face · Dataset + 2–7 h + $2–14 · High fidelity, and portable

LoRA Training: The Complete Workshop

Face Consistency

Rented GPU: ~$0.50–2.00/h → roughly $2–14 per run
Hosted trainer, base price [AS OF 2026-10]: ~$2

The Batch Pipeline: Serial Production

Image Production

Subscription plan, high-volume use: ~$0.006 · Marginal cost inside an already-paid quota
Per-image aggregator / API: ~$0.36 · Pay-per-use, no commitment, no waste
Generated frames: 150 · ~$0.90 at $0.006
Cost per published post: ~$0.23 + subscription share

Image-to-Video: The Workshop

Video and Audio

Veo 3.1 [AS OF 2026-10]: Frontier quality, tiered pricing · ~$0.40/s standard, ~$0.10/s Fast, ~$0.05/s Lite ; reference support up to a couple of images and clips
Self-hosted (open weights): ~electricity · ~$0 · Setup and hardware dominate
Frontier, fast tier: ~$0.10 · ~$0.50 · Good quality-to-cost for social
Frontier, standard tier: ~$0.40 · ~$2.00 · Reserve for hero shots
Frontier, lite tier: ~$0.05 · ~$0.25 · Quality ceiling visible on a face

Multi-Shot Clips and Long-Form Assembly

Video and Audio

Generated clips: ~$0.20/s average tier × 60 s · ~$12
Rejection factor: ~2× at social quality · ~$24
Voice: Six hundred words at a mid voice tier · <$1
Lip-sync: ~$4/min where used · ~$4
Total cash: ~$25–30 per finished minute

Voice: Cloning and Synthesis

Video and Audio

Entry subscription: ~$6/month · ~30k characters · A persona posting a few times a week
Mid subscription: ~$22/month · ~120k characters · Several posts a day, or multiple languages
Pro subscription: ~$99/month · ~600k characters · Multi-language publishing at scale
Business subscription: ~$990/month · ~6M characters · Nothing a solo operator should need
Pay-per-use, standard: ~$60 per million characters · Metered · Bursty production
Pay-per-use, high definition: ~$100 per million characters · Metered · Hero pieces only
Clone creation: ~$3 per voice · One-off · Where cloning is supported at that tier

Lip-Sync and Talking Heads

Video and Audio

Voice: ~150 words, mid tier · <$0.10
Lip-sync: ~$4/min at 1080p · ~$4.00
Keyframe: One still from Part V · <$0.10
Motion (if generated): Two five-second clips at fast tier · ~$1.00
Retries: ~2× on the lip-sync line · ~$4.00
Cash total: ~$9

The Cost Architecture of the Pipeline

Pipeline and Automation

Minimum: ~$36 · One image subscription, a voice tier, no video · Stills and voiceover; one persona; learning the pipeline
Working: ~$102 · Image subscription or API credit, voice mid-tier, a video budget, lip-sync for occasional talking posts · A posting persona with some video; the realistic operating tier
Volume: ~$212 · Higher generation capacity, video-heavy, dedicated sync minutes, storage · Daily posting, multiple formats, brand work with variation requirements
Subscription, established pipeline: 150 · 1 in 3 · ~$36 allocation · ~$0.24 · 4 · ~$9 + time
Subscription, regression: 400 · 1 in 8 · ~$36 allocation · ~$0.48 · 4 · ~$9 + time
Per-image API: 150 · 1 in 3 · $54 · $1.08 · 4 · $13.50

Building Your Own SOP

Pipeline and Automation

Threshold: 150 frames, stop at 25% failure rate

The Revenue Hierarchy: Easiest First

Monetization

Affiliate: Days to weeks · 5–30% of the sale · Low · Low
Subscription and chat: Days to weeks · About 80% after the platform cut · Medium · Highest
Digital products: Weeks to months · Near 100% before payment fees · Low · Medium, front-loaded
Brand deals: Months · Near 100%; the cost is your time · Low · Medium

Numbers You Can Trust, and Numbers You Cannot

Monetization

First-hand operator figures: $4,230 in a month from one account · Setting expectations for a working account · A forecast for your account
Vendor and course-seller figures: A claimed $300k in 90 days · Nothing, until a denominator appears · Evidence of anything
Gross volume processed (creators keep 80%): $160M · ~$492 · ~$41
The platform's own 20% cut: $800M · ~$2,462 · ~$205

Brand Deals and Selling to Companies

Monetization

Micro, under 10k followers: $100 per post at the low end · Often a product-plus-fee deal; the number is a starting anchor
10k–50k followers: $500–2,000 per post · Engagement quality, format, and whether the brand gets variations
Established persona with a track record: above $2,000 per campaign · Category, exclusivity, and the length of the usage window
Top of market: $10,000 and above · Reported at the top of the distribution; needs a category position and a brand-safety record

Your Own Products and Licensing

Monetization

Preset or style pack: One-time, around one month of the entry tier · Near 100% · 1–2 days · Near zero · The look is not distinct in the published work
Template or workflow pack: One-time, 2–3 months of the entry tier · Near 100% · 3–7 days · Low · It duplicates free documentation without the tested settings
Course: One-time, cohort, or 5–20 months of the entry tier · Near 100% before platform fees · 2–6 weeks · Medium · No proof, or the cohort needs live teaching you have not scheduled
Paid community: Recurring, around the entry tier · 70–90% after platform fees · Immediate · High, permanently · The operator stops posting and the room dies

The Funnel That Actually Converts

Conversion and Chat

Reach to profile tap: 1–4% · The hook is not a hook; or profile does not match the post · Views vs. profile visits
Profile tap to landing: 20–60% · Bio routing or link trust problem · Link clicks
Landing to channel join: 10–30% · Page asks for too much, or the offer is unclear · Channel joins
Channel join to platform signup: 3–12% · Onboarding friction, price shock, or a broken hand-off · Checkout starts
Signup to first paid chat: 10–25% · No opening sequence; no reason to reply · First inbound message
First payment to second month: 40–60% · Retention problem — chapter 10.4 · Renewals

Retention and Lifetime Value

Conversion and Chat

Subscribers: 60 · At a $10 entry price
Subscription revenue: $600 · About one-seventh of the total
Subscribers who buy in chat: 24 (40%) · Subscription to chat conversion
Chat and PPV revenue: $2,832 · 24 buyers at about $118 each, about two-thirds
Tips and custom: $800 · The remainder
Monthly total: $4,230 · Matches the reported May 2026 month
Churn: 20% · 12 subscribers lost, 12 replacements needed before growth
Blended ARPU: $70.50 · $4,230 divided by 60
Average lifetime at 20% churn: 5 months · 1 divided by 0.20
LTV: $352 · $70.50 multiplied by 5

Metrics: What to Measure and What to Ignore

Operations, Scaling, and Exit

Revenue: $610
Follow rate: 190 ÷ 1,450 · 13% · Healthy; above 10% means the profile converts
Click rate: 210 ÷ 1,450 · 14% · Above 10% means the link is attractive
Capture rate: 46 ÷ 210 · 22% · Mid-range; below 15% is a landing-page problem
Revenue per follower: $610 ÷ 190 · $3.21 · Compare against last week, not against a benchmark

Scaling to a Portfolio of Personas

Operations, Scaling, and Exit

A: 14 · $1,200 · 9 · $31
B: 6 · $300 · 7 · $10
C: 3 · $80 · 6 · $3

Appendix B: Tool and Pricing Table

Appendices

General-purpose AI subscription vs per-image aggregator: Volume inside a quota, or one billing relationship · Subscription vs per call · ~$10/month ≈ $0.006/image at 1,000; aggregator ~$0.36/image · Retries frequent (subscription) or rare (API) · Each other
Veo 3.1: Frontier quality in three tiers · Per second · $0.40/s standard, $0.10/s Fast, $0.05/s Lite · Hero shots, or Lite for volume · Kling
ElevenLabs-class voice subscription: Cloned or designed speech at a fixed quota · Subscription · ~$6/30k characters; ~$22/~120k; ~$99/~600k; ~$990/~6M · Posting a few times a week starts at $6 · Any voice API
Pay-per-use voice: Bursty production without a subscription · Metered · ~$60 per million characters standard; ~$100 per million high definition · Your volume is irregular · Entry subscription
Clone creation and voice design: The one-off anchor, or a voice with no source recording · One-off or included · ~$3 per voice clone; design included in tier · Consent and a clean sample exist · Licensed voice actor session
HeyGen-class lip-sync API: Mouth-to-speech sync on a speaking clip · Per minute · ~$4/min at 1080p; ~$5/min at 4K · You post talking heads weekly · Voiceover over B-roll
Still plus voiceover: The zero-sync path · Image plus voice cost · Well under $1 per post · Sync minutes are your largest marginal line · The sync tier above
LoRA trained with AI-Toolkit: The portable identity artifact · Local training time · Free software; $2–14 per run in compute · Consistency and portability both matter · Hosted training
Hosted LoRA training (fal.ai-class): A first LoRA with no local environment · Per run · ~$2 at the base price, 2–7 hours · You want a working LoRA the same day · Rented GPU with a template
RunPod: Rented 4090-class GPU time · Hourly · ~$0.50–$2.00/h depending on tier · A training run or batch needs a GPU · vast.ai
Hosted inference (fal.ai, Replicate, Hugging Face-class): Training and generation with no local environment · Per run or per call · ~$2 at the base training price; per-second video · You want the fastest first run · Rented GPU
Own GPU: Removing the hourly rate entirely · Capital · $1,600–$3,500 for the card class discussed · You need thousands of GPU-hours · Rented GPU
Electricity, storage, and backup: Marginal self-hosting cost, plus masters · Utility plus subscription · ~$0.30–$0.50 per day at residential rates; storage unpriced here · You self-host, or you keep masters · Cloud GPU; prune raw takes
Brand deals and AI UGC retainers: Largest check, longest path · Per deliverable · $100 micro posts to reported $10,000-plus campaigns · A media kit with a compliance row exists · Retainer model

Appendix D: Calculators and Worksheets

Appendices

500: $180 · $3 · $50
2,000: $720 · $12 · $50
6,000: $2,160 · $36 · $50

Appendix E: Templates

Appendices

Micro, under 10k followers [AS OF 2026-10]: $100 per post at the low end · Post count and format
10k–50k followers [AS OF 2026-10]: $500–2,000 per post · Variations, window, exclusivity
Established persona [AS OF 2026-10]: above $2,000 per campaign · Category and usage length
Top of market [AS OF 2026-10]: $10,000 and above, reported · Campaign scope, brand-safety record

Appendix F: Case Studies and Teardowns

Appendices

Gross volume processed (creators keep 80%): $160M · ~$492 · ~$41
The platform's own 20% cut: $800M · ~$2,462 · ~$205