An "AI wrapper" is the dismissive term for AI products that primarily call foundation model APIs and add minimal value beyond a UI on top. The critique: such products have no defensible moat because anyone can call the same OpenAI, Anthropic, or Google APIs. The label is applied (sometimes fairly, sometimes lazily) to a large fraction of post-ChatGPT AI startups. Whether the criticism is fair depends entirely on what the company has built beyond the API call.
The fair version of the critique:
A pure AI wrapper:
Network effects exist when a product becomes more valuable to each user as more users join, creating a self-reinforcing dynamic where leaving becomes increasingly costly. They are the strongest category of moat available to a startup because they compound rather than depreciate. They explain why a handful of platforms (Facebook, Uber, eBay, LinkedIn, Visa, Microsoft Excel) dominate their categories despite having no patent or proprietary technology that competitors could not replicate.
The major types: direct network effects (one-sided, also called same-side) where each user benefits directly from more users of the same kind, as in phones, fax machines, WhatsApp, or Zoom; two-sided or multi-sided network effects where multip...
Common stock is the basic ownership share class of a corporation, held by founders, employees, and option-holders after exercise. It represents residual ownership in the company after all preferred-share rights are satisfied. In a venture-backed startup, common stock is junior to every series of preferred stock in liquidation waterfalls and typically carries fewer rights than preferred, though it carries the upside in exit scenarios above the preferred preference amounts.
The structural position of common stock in a venture-backed cap table: founders hold common from day one, employees receive options that exercise into common, advisors hold common (often via restricted stock or options), and early non-priced investors (SAFE an...
A story arc is the narrative structure underneath a winning pitch, used to make a pitch emotionally resonant and memorable rather than just informational. It typically follows a hero's-journey-style progression (the current state of the world, the inciting problem that disrupts it, the insight or capability that becomes available, the solution that emerges, the early evidence it's working, and the bigger world this leads to), and is dramatically more effective than a feature-list walkthrough would be. It is the deeper layer of pitching that distinguishes founders who can fundraise from founders who can't, and the layer most under-taught in standard pitch-deck advice.
The classical narrative template applied to pitching: stasis ("h...
Preferred stock is the share class issued to venture investors in priced equity rounds. It carries a defined package of economic rights (liquidation preference, anti-dilution protection, accruing dividends in some structures) and control rights (protective provisions, board representation, consent thresholds, registration rights) that common stock does not have, with each series typically receiving its own terms. It is the structural contract that defines investor protections and the share class that determines who actually gets paid in non-home-run outcomes.
The standard package of preferred-stock rights in modern venture rounds:
Burn rate is the monthly pace at which a startup spends cash, split into gross burn (total outflow) and net burn (outflow minus revenue). Founders and investors must keep these two measurements separate. Net burn is the number that determines runway and gets the most investor attention; gross burn is the number that determines how exposed the company is if revenue stops.
The two numbers, with examples:
| Company state | Monthly expenses | Monthly revenue collected | Gross burn | Net burn |
|---|---|---|---|---|
| Pre-revenue | $150K | $0 | $150K | $150K |
| Early revenue | $150K | $50K | $150K | $100K |
| Growth stage | $400K | $300K | $400K | $100K |
| Approaching cash-flow neutral | $500K | $480K | $500K | $20K |
| Cash-flow positive | $500K | $550K | $500K | -$50K (cash growing) |
Why both numbers matt...
An arbitration clause is a contract provision requiring that disputes between the parties be resolved through binding arbitration rather than court litigation. The clause typically specifies the arbitration provider (AAA, JAMS, ICC), the rules, location, arbitrator selection, class action waivers, and confidentiality terms. It has implications for cost, speed, privacy (arbitration is private; court is public record), appeal rights (extremely limited in arbitration), and discovery scope (typically more limited than court). Arbitration clauses are increasingly common in commercial contracts, employment agreements, and consumer terms of service. It's the contract provision that determines whether disputes go to court or to a...
A structured round is a financing with non-standard terms beyond the typical 1x non-participating preferred structure. Used in down or distressed scenarios when the new investor requires substantial protection in exchange for putting capital into a difficult situation, common provisions include 2x or 3x liquidation preferences, full participation rights, ratchet anti-dilution provisions, senior preference stacks, pay-to-play requirements, and other structural protections that significantly improve the new investor's downside protection at the expense of existing investors and common shareholders. It is the format most common in down rounds, recapitalizations, and distressed financings of 2022-2024, and one of the most-painf...
A data room is a secure online repository of the financial, legal, operational, customer, and team documents an investor or acquirer needs for due diligence. It is organized into folders and shared with controlled access (typically view-only, often with watermarking, download restrictions, and audit logs of who viewed what when), used during fundraising rounds and especially during M&A processes. It is the artifact that turns an investor's "yes" into a real check, the backstop to the [Management Presentation] during diligence, and the source of countless deal slowdowns when poorly prepared.
The structure varies by purpose. Fundraising data room (used in Series A and beyond, typically lighter than M&A): includes cap table, financia...
SEO ranking is the position a page occupies in a search engine's organic results for a given query. Positions are traditionally numbered 1 through 10 on the first page, 11 through 20 on the second page, and so on, used as a leading indicator of organic traffic potential and the most-tracked metric in the SEO discipline. The metric still matters, but its meaning has shifted: AI Overviews, featured snippets, People Also Ask boxes, and other SERP features now occupy real estate that previously belonged to the top organic results, which has compressed the value of every position.
The click-through-rate curve by organic position is the foundation of why ranking matters at all. Industry data (Advanced Web Ranking, SISTRIX studies) his...