What we built, how we built it, and what we found. From the people who did the building.
We publish falsifiable, timestamped calls before we know the outcome — and we commit to grading ourselves here, openly, on every one of them. A miss renders exactly like a hit.
Read the full study: Skincare Prediction Study, 2026–2027: Seven Calls on Where Skincare Science and Market Hype Diverge →The topical peptide and growth factor category will face a credibility crisis within 12 to 18 months — visible in brand repositioning, category growth deceleration, and independent clinical scrutiny.
A top-10 peptide brand publicly reformulates or repositions away from deep-delivery or collagen-stimulation language; FTC action lands on peptide marketing claims; category year-over-year growth falls below 5% from its current ~15%+ trajectory.
Tranexamic acid will emerge as the next universally-adopted active — visible in new-product launch frequency and entry into standing dermatology guidance — displacing GHK-Cu as the leading "next retinol" candidate.
Tranexamic acid ranks among the top 5 most-launched headline actives in U.S. OTC skincare new releases (Sephora, Ulta Beauty, Amazon Premium Beauty); it enters American Academy of Dermatology or American Society for Dermatologic Surgery hyperpigmentation treatment guidance; GHK-Cu fails to reach either threshold.
Korean-formulated sunscreens will displace American-formulated SPF as the default recommendation in U.S. skincare communities within 12 months — visible at retail shelves and in U.S. SPF market share data.
A Korean-formulated sunscreen reaches top-5 position in U.S. retailer SPF bestseller rankings (Sephora, Ulta Beauty, or Amazon Premium Beauty), followed by measurable Korean SPF share gain in U.S. market data (Circana, Euromonitor, or Nielsen) through Q1 2027.
The peptide category will pivot from collagen-stimulation claims to inflammation-modulation language rather than collapsing.
A major peptide brand repositions its flagship messaging around surface-level inflammation modulation, epidermal signaling, or barrier-layer peptide activity — replacing the deep-delivery and collagen-stimulation framing that currently dominates peptide marketing copy.
The tallow skincare movement will peak within 6 to 9 months — visible in decelerating retail expansion and the arrival of dermatology critique into mainstream clinical channels.
Tallow SKU growth at major U.S. retailers (Sephora, Ulta Beauty, Amazon Premium Beauty) decelerates and reverses; a peer-reviewed dermatology publication or society statement addresses the C16–C18 fatty acid gap versus functional barrier repair; a major tallow brand reformulates or a retailer delists it.
The topical market will converge on 4–5% niacinamide as the optimal concentration. Products at 10% and above will lose share.
Products at 10% or higher niacinamide lose collective market share in skincare category data (Circana, Euromonitor, or Nielsen); new launches converge toward 4–5% concentration; flagship SKUs from formulation-credible brands (Paula's Choice, La Roche-Posay, CeraVe, Korean premium formulators) hold 4–5% while 10%+ SKUs reformulate down.
The FDA will publish a final administrative order authorizing bemotrizinol as an OTC sunscreen active ingredient by September 30, 2026.
Federal Register publication of a final administrative order on bemotrizinol (FDA docket OTC000039); FDA OTC Ingredient Status Portal update marking bemotrizinol as an approved OTC sunscreen active. Confirmed June 10, 2026: the FDA issued final administrative order OTC000039 amending OTC Monograph M020 to add bemotrizinol, at concentrations up to 6 percent, as a GRASE sunscreen active — Federal Register notice published June 10, 2026; order effective August 9, 2026. Both named signals fired more than three months ahead of the September 30 window.
Technical research and methodology — the mechanics behind how we verify commerce claims.
How SimplyCodes adjudicates coupon code truth using automated testing, human verification networks, and real-time fleet signal—and why the most valuable verdict is often 'there's nothing to find.'
Why probabilistic AI fails in commerce—and how Axiomatic Intelligence solves it through adversarial verification, pre-computed truth, and proprietary transaction signal.
First-person accounts from the team that built it — what we tried, what broke, what we learned.
AI shopping assistants converge to the same undifferentiated answer by design. This practitioner account documents how Product.ai tested whether pre-forging thousands of adversarially verified product truths — across smartphones, running shoes, and skincare — could produce answers that change purchase outcomes.
How Product.ai built a complete brand identity in 42 days using the Axiom Distillation Protocol—$0 in agency fees, a molecular-geometry-verified mark, and a Glass Box design system where every decision is traceable.
Falsifiable, timestamped calls on where an industry’s physics and its hype are about to diverge.
Original survey data and market analysis, verified against how people actually behave.
Every published piece, one line each — sorted newest first.
@misc{quoc-outcome-engineering-2026,
title = {Loop engineering is the meme. Outcome engineering is the job.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/outcome-engineering/}},
year = {2026},
month = {07}
}
Quoc, M. (2026, July 22). Loop engineering is the meme. Outcome engineering is the job. [Essay]. Product.ai Research. https://product.ai/research/outcome-engineering/
Quoc, Michael. "Loop engineering is the meme. Outcome engineering is the job." Product.ai Research, 22 July 2026, product.ai/research/outcome-engineering/.
@misc{quoc-amplify-dont-2026,
title = {AI automation is bad for business. That’s why I’m building my company around AI.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/amplify-dont-automate/}},
year = {2026},
month = {07}
}
Quoc, M. (2026, July 1). AI automation is bad for business. That’s why I’m building my company around AI. [Essay]. Product.ai Research. https://product.ai/research/amplify-dont-automate/
Quoc, Michael. "AI automation is bad for business. That’s why I’m building my company around AI." Product.ai Research, 1 July 2026, product.ai/research/amplify-dont-automate/.
@misc{trust-in-ai-commerce-report-2026,
title = {The 2026 Trust in AI Commerce Report},
author = {Quoc, Michael and Nunley, Dakota and Madrigal, Elena and Fisher, Sean and {Product.ai}},
howpublished = {\url{https://product.ai/research/trust-in-ai-commerce-report/}},
year = {2026},
month = {06}
}
Quoc, M., Nunley, D., Madrigal, E., Fisher, S., & Product.ai. (2026, June 23). The 2026 Trust in AI Commerce Report [Industry report]. Product.ai Research. https://product.ai/research/trust-in-ai-commerce-report/
Quoc, Michael, et al. "The 2026 Trust in AI Commerce Report." Product.ai Research, 23 June 2026, product.ai/research/trust-in-ai-commerce-report/.
@misc{quoc-designers-becoming-2026,
title = {Designers aren't becoming engineers. They're becoming systems thinkers.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/designers-becoming-systems-thinkers/}},
year = {2026},
month = {05}
}
Quoc, M. (2026, May 7). Designers aren't becoming engineers. They're becoming systems thinkers. [Essay]. Product.ai Research. https://product.ai/research/designers-becoming-systems-thinkers/
Quoc, Michael. "Designers aren't becoming engineers. They're becoming systems thinkers." Product.ai Research, 7 May 2026, product.ai/research/designers-becoming-systems-thinkers/.
@misc{ho-skincare-prediction-2026,
title = {Skincare Prediction Study, 2026–2027: Seven Calls on Where Skincare Science and Market Hype Diverge},
author = {Ho, Jessica},
note = {Prediction study published by Product.ai Research},
howpublished = {\url{https://product.ai/research/skincare-prediction-study/}},
year = {2026},
month = {04}
}
Ho, J. (2026, April 29). Skincare Prediction Study, 2026–2027: Seven Calls on Where Skincare Science and Market Hype Diverge [Prediction study]. Product.ai Research. https://product.ai/research/skincare-prediction-study/
Ho, Jessica. "Skincare Prediction Study, 2026–2027: Seven Calls on Where Skincare Science and Market Hype Diverge." Product.ai Research, 29 Apr. 2026, product.ai/research/skincare-prediction-study/.
@misc{quoc-claude-mythos-2026,
title = {Claude Mythos proves that AI safety is an offensive weapon, not a constraint.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/claude-mythos-safety-inflection/}},
year = {2026},
month = {04}
}
Quoc, M. (2026, April 8). Claude Mythos proves that AI safety is an offensive weapon, not a constraint. [Essay]. Product.ai Research. https://product.ai/research/claude-mythos-safety-inflection/
Quoc, Michael. "Claude Mythos proves that AI safety is an offensive weapon, not a constraint." Product.ai Research, 8 Apr. 2026, product.ai/research/claude-mythos-safety-inflection/.
@misc{quoc-why-chatgpt-2026,
title = {Why does ChatGPT give you generic answers instead of insight?},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/why-chatgpt-gives-generic-answers/}},
year = {2026},
month = {03}
}
Quoc, M. (2026, March 24). Why does ChatGPT give you generic answers instead of insight? [Essay]. Product.ai Research. https://product.ai/research/why-chatgpt-gives-generic-answers/
Quoc, Michael. "Why does ChatGPT give you generic answers instead of insight?" Product.ai Research, 24 Mar. 2026, product.ai/research/why-chatgpt-gives-generic-answers/.
@misc{ho-building-shopping-2026,
title = {Why Every AI Shopping Assistant Sounds the Same — and What It Took to Build One That Doesn't},
author = {Ho, Jessica},
note = {Practitioner account published by Product.ai Research},
howpublished = {\url{https://product.ai/research/building-shopping-intelligence/}},
year = {2026},
month = {03}
}
Ho, J. (2026, March 9). Why Every AI Shopping Assistant Sounds the Same — and What It Took to Build One That Doesn't [Practitioner account]. Product.ai Research. https://product.ai/research/building-shopping-intelligence/
Ho, Jessica. "Why Every AI Shopping Assistant Sounds the Same — and What It Took to Build One That Doesn't." Product.ai Research, 9 Mar. 2026, product.ai/research/building-shopping-intelligence/.
@misc{quoc-promo-code-2026,
title = {60% of promo codes are dead. You pasted one at checkout last week.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/promo-code-verification/}},
year = {2026},
month = {03}
}
Quoc, M. (2026, March 5). 60% of promo codes are dead. You pasted one at checkout last week. [Essay]. Product.ai Research. https://product.ai/research/promo-code-verification/
Quoc, Michael. "60% of promo codes are dead. You pasted one at checkout last week." Product.ai Research, 5 Mar. 2026, product.ai/research/promo-code-verification/.
@misc{anatomy-of-a-verdict-2026,
title = {Anatomy of a Verdict: How SimplyCodes Adjudicates Truth in a Broken Economy},
author = {Quoc, Michael and Stanback, Bri and {Product.ai}},
howpublished = {\url{https://product.ai/research/anatomy-of-a-verdict/}},
year = {2026},
month = {03}
}
Quoc, M., Stanback, B., & Product.ai. (2026, March 4). Anatomy of a Verdict: How SimplyCodes Adjudicates Truth in a Broken Economy [Whitepaper]. Product.ai Research. https://product.ai/research/anatomy-of-a-verdict/
Quoc, Michael, and Bri Stanback. "Anatomy of a Verdict: How SimplyCodes Adjudicates Truth in a Broken Economy." Product.ai Research, 4 Mar. 2026, product.ai/research/anatomy-of-a-verdict/.
@misc{axiomatic-intelligence-2026,
title = {Axiomatic Intelligence: A Post-Probabilistic Architecture for the Age of Noise},
author = {Quoc, Michael and {Product.ai}},
howpublished = {\url{https://product.ai/research/axiomatic-intelligence/}},
year = {2026},
month = {03}
}
Quoc, M., & Product.ai. (2026, March 4). Axiomatic Intelligence: A Post-Probabilistic Architecture for the Age of Noise [Whitepaper]. Product.ai Research. https://product.ai/research/axiomatic-intelligence/
Quoc, Michael. "Axiomatic Intelligence: A Post-Probabilistic Architecture for the Age of Noise." Product.ai Research, 4 Mar. 2026, product.ai/research/axiomatic-intelligence/.
@misc{madrigal-forging-brand-2026,
title = {Forging Brand Identity Through Adversarial Collision: Product.ai's AxI-Driven Design System},
author = {Madrigal, Elena and Guzman, David},
note = {Practitioner account published by Product.ai Research},
howpublished = {\url{https://product.ai/research/forging-brand-identity/}},
year = {2026},
month = {03}
}
Madrigal, E., & Guzman, D. (2026, March 4). Forging Brand Identity Through Adversarial Collision: Product.ai's AxI-Driven Design System [Practitioner account]. Product.ai Research. https://product.ai/research/forging-brand-identity/
Madrigal, Elena, and David Guzman. "Forging Brand Identity Through Adversarial Collision: Product.ai's AxI-Driven Design System." Product.ai Research, 4 Mar. 2026, product.ai/research/forging-brand-identity/.
@misc{quoc-when-ai-2026,
title = {Axiomatic Intelligence: When the AI cannot afford to guess.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/when-ai-cannot-afford-to-guess/}},
year = {2026},
month = {02}
}
Quoc, M. (2026, February 17). Axiomatic Intelligence: When the AI cannot afford to guess. [Essay]. Product.ai Research. https://product.ai/research/when-ai-cannot-afford-to-guess/
Quoc, Michael. "Axiomatic Intelligence: When the AI cannot afford to guess." Product.ai Research, 17 Feb. 2026, product.ai/research/when-ai-cannot-afford-to-guess/.
@misc{quoc-the-fiduciary-2026,
title = {The fiduciary diode: Engineering neutrality in the age of slop.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-fiduciary-diode/}},
year = {2026},
month = {02}
}
Quoc, M. (2026, February 2). The fiduciary diode: Engineering neutrality in the age of slop. [Essay]. Product.ai Research. https://product.ai/research/the-fiduciary-diode/
Quoc, Michael. "The fiduciary diode: Engineering neutrality in the age of slop." Product.ai Research, 2 Feb. 2026, product.ai/research/the-fiduciary-diode/.
@misc{quoc-the-beige-2026,
title = {The beige singularity: How the web poisoned AI—and AI is poisoning it back.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-beige-singularity/}},
year = {2026},
month = {01}
}
Quoc, M. (2026, January 17). The beige singularity: How the web poisoned AI—and AI is poisoning it back. [Essay]. Product.ai Research. https://product.ai/research/the-beige-singularity/
Quoc, Michael. "The beige singularity: How the web poisoned AI—and AI is poisoning it back." Product.ai Research, 17 Jan. 2026, product.ai/research/the-beige-singularity/.
@misc{quoc-from-benchmarks-2025,
title = {From benchmarks to reality: Decoding the new Gemini 3, Claude 4.5, GPT 5.1 - what's really changed?},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/from-benchmarks-to-reality/}},
year = {2025},
month = {12}
}
Quoc, M. (2025, December 8). From benchmarks to reality: Decoding the new Gemini 3, Claude 4.5, GPT 5.1 - what's really changed? [Essay]. Product.ai Research. https://product.ai/research/from-benchmarks-to-reality/
Quoc, Michael. "From benchmarks to reality: Decoding the new Gemini 3, Claude 4.5, GPT 5.1 - what's really changed?" Product.ai Research, 8 Dec. 2025, product.ai/research/from-benchmarks-to-reality/.
@misc{quoc-the-glass-2025,
title = {The glass box mandate: why the future of AI is "ugly."},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-glass-box-mandate/}},
year = {2025},
month = {12}
}
Quoc, M. (2025, December 1). The glass box mandate: why the future of AI is "ugly." [Essay]. Product.ai Research. https://product.ai/research/the-glass-box-mandate/
Quoc, Michael. "The glass box mandate: why the future of AI is "ugly."." Product.ai Research, 1 Dec. 2025, product.ai/research/the-glass-box-mandate/.
@misc{quoc-the-10-2025,
title = {The 10 immutable laws of context engineering.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-10-immutable-laws-of-context/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 18). The 10 immutable laws of context engineering. [Essay]. Product.ai Research. https://product.ai/research/the-10-immutable-laws-of-context/
Quoc, Michael. "The 10 immutable laws of context engineering." Product.ai Research, 18 Nov. 2025, product.ai/research/the-10-immutable-laws-of-context/.
@misc{quoc-the-operating-2025,
title = {The operating system for AI-native companies: Building in public.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-operating-system-for-ai-native/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 17). The operating system for AI-native companies: Building in public. [Essay]. Product.ai Research. https://product.ai/research/the-operating-system-for-ai-native/
Quoc, Michael. "The operating system for AI-native companies: Building in public." Product.ai Research, 17 Nov. 2025, product.ai/research/the-operating-system-for-ai-native/.
@misc{quoc-context-engineering-2025,
title = {Stop prompting. Start architecting.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/context-engineering-guide/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 5). Stop prompting. Start architecting. [Essay]. Product.ai Research. https://product.ai/research/context-engineering-guide/
Quoc, Michael. "Stop prompting. Start architecting." Product.ai Research, 5 Nov. 2025, product.ai/research/context-engineering-guide/.
@misc{quoc-stop-designing-2025,
title = {The age of agents is here. Stop designing chatbots.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/stop-designing-chatbots/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 3). The age of agents is here. Stop designing chatbots. [Essay]. Product.ai Research. https://product.ai/research/stop-designing-chatbots/
Quoc, Michael. "The age of agents is here. Stop designing chatbots." Product.ai Research, 3 Nov. 2025, product.ai/research/stop-designing-chatbots/.
@misc{quoc-relevance-engine-2025,
title = {AI is a relevance engine, not a truth oracle.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/relevance-engine-not-truth-oracle/}},
year = {2025},
month = {10}
}
Quoc, M. (2025, October 27). AI is a relevance engine, not a truth oracle. [Essay]. Product.ai Research. https://product.ai/research/relevance-engine-not-truth-oracle/
Quoc, Michael. "AI is a relevance engine, not a truth oracle." Product.ai Research, 27 Oct. 2025, product.ai/research/relevance-engine-not-truth-oracle/.
Every whitepaper, prediction study, and report on this page is published on product.ai before it appears anywhere else. Each article carries formal citation formats — BibTeX, APA, and MLA — so citing us works the same way citing any other primary source does.
The Operator's Codex is Michael Quoc's personal essay series — his own voice, his own byline, his own opinions. It is not Product.ai's institutional research. The whitepapers, prediction studies, and industry reports published under Product.ai Research above are a separate body of work, with their own methodology and review process.
Read The Operator's Codex →The methodology behind axiomatic intelligence. How claims become verdicts. How the Truth Graph works.
Explore Axiomatic Intelligence →