AutoScale
AI short-form growth agent for SaaS founders

Find the video format that brings users. Then automate the winner.

Most founders burn months posting into the void. Paste your product URL — AutoScale studies what's already working in your niche, ships controlled video experiments, measures signups, and compounds the winners.

No 30-question onboarding. No blank prompts. Just your product URL.

See how the engine works

Evidence → Controlled tests → Business signals → Winner variants

Built for founders who need to crack distribution — not automate more guessing.

autoscale.app / growth-run / acme-saas
Trend Hop · TikTok
@acme.ai
POV: you ship a feature in 30s
1.2M views
Exploration · Reels
@acme.ai
I let an AI run my GTM for a week
Winner ✓
Variant · YT Shorts
@acme.ai
3 tools your dev team should kill
+42% CTR
9
Videos shipped
3
Formats tested
2
Winners compounded

The distribution trap

You don't need more content.
You need a format that converts.

Carousels and text posts won't crack distribution for most SaaS products. Short-form video will — but shipping it consistently is a full-time job most technical founders can't afford.

Week 1

Enthusiasm

Post twice. Feel productive.

Week 3

Inconsistency

Shipping wins. Content loses.

Week 8

Guilt

Algorithm moved on. You didn't.

Week 12

Reset

Maybe ads? Maybe another tool?

What founders actually face
  • I shipped a great product. Nobody knows it exists.
  • I tried posting. Got views — and zero signups.
  • I don't have 4 hours a day to become a TikTok creator.
  • Every 'AI content tool' gives me more posts, not more users.
What AutoScale does instead
  • One URL. The engine handles trend research, scripting, and scheduling.
  • Short-form video on TikTok, Reels, and Shorts — where founders actually convert.
  • Every video is an experiment with a hypothesis — not a guess.
  • Failures become learnings. Winners become variants you scale.

Evidence, not vibes

Every video traces back to a source.

AutoScale separates observed evidence from strategic inference. You always know why a hook exists and what signal it is designed to test.

Source

Public reference

tiktok.com/@devtools · POV hook pattern

Confidence: 82%

Pattern

Observed hook

"POV: you ship a feature in 30s"

Transferability: high

Concept

Your experiment

POV: you ship a feature in 30s — for your SaaS

Hypothesis: save rate

Result

Measured outcome

1.2k saves · 14 signups · classified winner

→ variant batch queued

Illustrative example chain. Real runs store cited sources, confidence scores, and classifier outcomes.

The Growth Run loop

One loop. Compounding video distribution.

Without a loop, every Monday resets to zero. Your first Growth Run explores broadly. Every run after exploits what worked — compounding winners into variants and killing what didn't.

  1. 01

    Product URL

    Drop a link to your site.

  2. 02

    LLM crawl + Brief

    The AI reads your product and writes the brief.

  3. 03

    Deep discovery

    Hunt competitors, shadow accounts, and niche patterns from public evidence.

  4. 04

    Video evidence + Growth Run

    Reverse-engineer TikTok/Reels/Shorts hooks, then ship experiments.

  5. 05

    Schedule + post

    Gap-aware scheduling through Post Bridge.

  6. 06

    Measure

    Save rate, views, and signups from every post.

  7. 07

    Classify

    Winner · promising · flat · kill (save-rate aware).

  8. 08

    Compound winners

    Proven hooks spawn variant batches.

  9. 09

    Repeat

    Distribution that compounds, not resets.

→

Exploration batch

Run 1 is designed to fail forward.

Wide hook variety, mixed angles, high learning density. Most videos won't win — that's the point.

  • 5–10 videos
  • varied hooks
  • trend-hop angles
  • save-rate baseline
batch 1: explore

How it works

From your product URL to a compounding video pipeline — in four steps.

Most AI video tools start with a blank prompt. AutoScale starts with your product and today's trends — and never loses the thread between evidence, video, and result.

  1. 01

    Paste your URL

    ~2 min

    AutoScale crawls your site and saves a product brief — ICP, pain, competitors, and positioning. No 30-question onboarding form.

  2. 02

    Deep discovery on your niche

    Runs while you work

    Before generating anything, the engine hunts competitors, shadow accounts, Reddit threads, and mid-tier creators — with cited evidence, not vibes.

  3. 03

    Run your first Growth Run

    First batch in hours

    VideoTrend reverse-engineers hooks from real reference URLs. Growth Run ships 5–10 short videos, schedules via Post Bridge, and tracks save rate from day one.

  4. 04

    Compound the winners

    Automatic after metrics

    Top performers are classified by save rate and signups. AutoScale spins hook variants from proven formats, kills flat posts, and learns your audience batch by batch.

The engine

Every part of the video loop, in one engine.

Trend research, scripting, scheduling, measurement, and compounding — connected by an evidence chain so nothing gets generated in a vacuum.

Understand your market

LLM Site Crawl & Brief

Your product, understood — not a generic persona doc. One URL writes your structured brief.

TrendWatch · Viral Trend Hop

Ride trends with your product, not as random viral bait. Manual or on a 3 / 7 / 14-day schedule.

Ship experiments

Growth Run · Video Engine

5–10 videos per batch. Each one tests something specific — wired to the trend evidence that justified it.

Compound what works

Compound Engine

Winners spawn variants. Flat posts get killed. Failures become learnings the next batch inherits.

Multi-Account Distribution

Schedule across connected accounts via Post Bridge.

Growth Graph

See which format brings users — not just which video got views. Per-batch outcomes and trend ROI.

Built for technical founders

If you'd rather debug distribution than dance on TikTok — this is for you.

AutoScale is not a content tool for marketers. It's a growth engine for founders who measure signups, not impressions.

SaaS founders

Turn the product you can demo into distribution you can measure.

Dev tool builders

Trend-hop technical content without becoming a part-time creator.

AI product teams

Ship video experiments at the pace your product moves.

Indie hackers

One operator. One URL. A compounding distribution loop.

Not for you if

  • You want unlimited generic posts with no measurement
  • You need LinkedIn carousels as your main channel
  • You want viral for viral's sake — not user signups

Why not the usual tools

A growth engine, not a generator.

Generic AI video tools stop at output. Content calendars stop at scheduling. AutoScale runs the full loop.

Generic AI videoContent calendarAutoScale
Starts fromBlank promptEmpty content slotsYour product URL + niche evidence
OutputOne-off videosScheduled postsMeasured video experiments
Learns from results
Compounds winners
Evidence chain
Pricing

Cheaper than a part-time creator.
Faster than learning TikTok yourself.

One winning format can pay for a year of Growth. Start with one exploration batch — move up when the loop compounds.

Freelance UGC creator

$3–5k/mo

Growth agency retainer

$8k+/mo

AutoScale Growth

$149/mo

Launch

Learn

For solo founders shipping their first Growth Run.

$49/month

Week 1: 1 exploration batch

Start with Launch
  • 25 credits / month
  • 1 project
  • ~2 Growth Runs / month
  • 5–8 videos per batch
  • TrendWatch refresh weekly
  • Post Bridge scheduling (1 account / platform)
  • ZIP / CSV export fallback
Most popular

Growth

Compound

For founders compounding winners weekly.

$149/month

Week 1: 2 batches + 1 variant run

Choose Growth
  • 80 credits / month
  • 3 projects
  • ~6 Growth Runs / month
  • 8–10 videos per batch
  • TrendWatch refresh every 3 days
  • Variant batches from winners
  • Multi-account Post Bridge scheduling
  • Per-video Growth Graph

Operator

Scale

For teams running multi-product distribution.

$399/month

Week 1: ~25 runs + concierge

Go Operator
  • 250 credits / month
  • 10 projects
  • ~25 Growth Runs / month
  • 10+ videos per batch
  • Daily TrendWatch refresh
  • Advanced variant engine + learning memory
  • Priority video generation
  • Weekly growth plan + concierge onboarding

14-day money back. Cancel anytime. Plan limits scale per Growth Run, not per post.

Common questions

Frequently asked.

Before you sign up

Yes. Approved videos can be scheduled and posted through Post Bridge to your connected TikTok, YouTube Shorts, and Instagram Reels accounts.

After your first run

Paste your URL. Ship your first Growth Run.

Every week without a distribution loop is another week of guessing. AutoScale reads your site, hops the trends that matter, and ships an exploration batch — so you can start compounding what works.

I already have an account

14-day money back. Cancel anytime. No long-form onboarding — just a URL.