Playbook · Catalog editorial
Five patterns we keep seeing across 772 AI ideas
After scoring, ranking, and skeptic-memo'ing two-hundred-plus AI products, the same five shapes keep showing up. The patterns that actually work, the ones that fool you, and how to tell the difference.
When a catalog hits 772 products, you stop seeing ideas and start seeing shapes. The Factory has now scored, evaluated, and skeptic-memo'd enough AI product proposals to notice the underlying patterns. There are roughly five.
This essay is the editorial read on those five patterns. Each one names the shape, explains why it works in 2026, shows three to four products in the catalog that fit, and calls out the failure mode that fools founders into thinking they have the pattern when they don't.
If you're trying to decide which idea to unlock, this is the meta-layer above the catalog. Find the pattern that fits your situation, then pick a product within it.
Workflow compression: 90 minutes becomes 5 minutes
This is the dominant pattern in the catalog. About 35-40% of products fit it. The shape works because a senior person's time is expensive (their billable rate is often $150-300/hour) and the task is repetitive enough that pattern-matching by a model works.
The reason it actually pays in 2026: inference costs are low enough that the AI portion of the workflow costs less than $1 per execution, while the senior's hour costs $150+. The compression math is real.
After-hours catcher: catching what humans miss when offline
This is the highest-conversion-rate pattern in the catalog. About 12-15% of products fit it. The reason it converts so well: the buyer can mentally calculate the lost revenue from missed after-hours moments and the AI math is a no-brainer against that loss.
The Counsel AI graduation (now intakecounsel.com) is in this pattern. Solo lawyers lose a $5,000-25,000 case every time a prospect calls at 7pm and gets voicemail. The product math works at $300/month because one captured case pays for the year.
Second-opinion play: review and explain existing work
About 15-20% of products fit this. The reason it works in 2026: AI has gotten good enough to surface real issues without false-positive spam. Buyers used to ignore AI quality checks because the signal-to-noise was awful. The 2026 versions actually flag the right things.
The pattern's economic moat is interesting. A buyer paying $400/month for a "review" product doesn't switch easily because the AI has learned their context. Switching costs compound.
Pre-meeting prep: brief the human before the moment
About 10-12% of products fit this. The reason it works: senior humans hate prep work but love being prepared. The AI does the work, the human gets the benefit, and the alternative (not being prepared) is professionally embarrassing in a way the buyer feels.
Pricing is unusual for this pattern. Buyers will pay $50-150 per high-stakes meeting (one-off) or $200-500/month for unlimited prep. The math is paid against the value of the meeting itself, not against time saved.
Paperwork compression: forms, compliance, reports
About 15-18% of products fit this. The reason it works: paperwork-heavy workflows have the highest hourly burn rate (lawyers, auditors, compliance officers) doing tasks that are 70-80% pattern-matching. Compression here is more valuable than in any other pattern because the input hours are so expensive.
The catch: regulated workflows have compliance considerations. A product that generates a 90% accurate compliance report is worse than one that generates 60% accuracy because the buyer trusts the 90% and ships errors. The pattern only works when the AI is calibrated to flag uncertainty explicitly.
How to use this lens when reading the catalog
The catalog filters and audience pages help you find products by buyer type. The patterns above help you find products by product shape. Those are different cuts.
Three suggested moves:
- If you have an unfair advantage in a specific workflow (you're a senior bookkeeper, you've been in legal intake, you've run compliance at a bank): browse by workflow pattern in your area. The vertical category in the catalog will help. So will the dossier's "named buyer" section.
- If you have channel access but no domain (you have a vertical newsletter, agency, or community): browse by pattern, not by product. After-hours catcher and pre-meeting prep travel well across verticals because the underlying buyer pain is universal.
- If you're not sure where to start: read three dossiers in three different patterns. The one where you immediately think "oh, I know exactly who would buy this" is your answer.
The patterns that did NOT make this list
Three shapes show up in the catalog repeatedly but did not make the cut as patterns we'd recommend pursuing:
- The "AI version of an existing horizontal SaaS" (AI version of Slack, AI version of Asana). Crowded, undifferentiated, structurally hard to win as a small team. Real pattern but bad shape.
- The "AI tutor / coach for consumers". Real demand but consumer monetization is brutal, retention is poor, distribution is paid-only. Pattern works for funded startups, not operator-led plays.
- The "internal-tool replacement". AI version of a company's internal admin/HR/finance tool. Works only inside large enterprises with procurement. Multi-year sales cycles. Outside the scope of "ideas you can launch in 30-90 days."
These appear in the catalog because they get proposed often. They are not in the curated audience pages or the playbooks because the operator math does not work for self-funded plays.
The next step
Pick a pattern that matches your situation. Browse the catalog within that pattern. Read 2-3 dossiers in your top picks. Unlock one for $5.
If you'd rather have us pattern-match the right product to your situation, the operator partnership Phase A conversation ($2,500) is structured around exactly that. We read the dossiers with you and pick the one that fits your unfair advantage.