# Pollyester

> Pollyester is an AI-native growth agency for commerce brands. We help brands get found in AI answers, get chosen at the shelf and the storefront, grow the customer, and deliver profitably. Built to be operated by people who measure what they move.

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## Start here

- [Pollyester](https://www.pollyester.com/index.md): What Pollyester is: an AI-native growth agency for commerce brands.
- [Services](https://www.pollyester.com/services.md): The sixteen services, grouped by outcome: get found, get chosen, grow, deliver.
- [The Method](https://www.pollyester.com/method.md): How the work runs: the commerce-growth loop, wave by wave.
- [Work](https://www.pollyester.com/work.md): Selected engagements and the storefronts behind them.
- [Engagement](https://www.pollyester.com/engagement.md): How working together is shaped and scoped.

## About

- [About](https://www.pollyester.com/about.md): Who we are and how we operate.
- [How a project runs](https://www.pollyester.com/process.md): What working together looks like, step by step.
- [Partners](https://www.pollyester.com/partners.md): The platforms and tools we build on.
- [Careers](https://www.pollyester.com/careers.md): Open roles and how we hire.
- [Contact](https://www.pollyester.com/contact.md): Book a working session.

## Services

- [Get found](https://www.pollyester.com/services/get-found.md): Your customers are asking AI what to buy. We make sure it knows you.
- [Get chosen](https://www.pollyester.com/services/get-chosen.md): The shortlist is built by machines now. We help you win the pick, and the shopper.
- [Grow the customer](https://www.pollyester.com/services/grow-the-customer.md): The customers you already have are your cheapest growth. We build retention that proves itself.
- [Earn advocacy](https://www.pollyester.com/services/earn-advocacy.md): Your happiest customers bring the next ones, and the AI engines are listening. One loop, one owner.
- [Pick, pack & ship](https://www.pollyester.com/services/pick-pack-ship.md): Your 3PL knows what your orders cost. You should too.
- [Order orchestration](https://www.pollyester.com/services/order-orchestration.md): Something decides how every order ships. It should answer to you.
- [Cost optimization](https://www.pollyester.com/services/cost-optimization.md): Margin shouldn't be a once-a-month number. We make it live, and yes, we audit the AI bill.
- [Build the agent-ready core](https://www.pollyester.com/services/build-the-agent-ready-core.md): Shopping agents don't browse your store. They call it. We build the core that can answer.
- [Brand & identity](https://www.pollyester.com/services/brand-identity.md): Your best buyers ask for you by name. We build the identity system that grows that share.
- [Creative & art direction](https://www.pollyester.com/services/creative-art-direction.md): The platforms automated the targeting, so the ad itself decides what you pay for a customer. We direct the volume.
- [Content & campaigns](https://www.pollyester.com/services/content-campaigns.md): Your story shows up in feeds, inboxes, and AI answers. We build one editorial engine that feeds them all, with revenue attached.
- [Video & media](https://www.pollyester.com/services/video-media.md): Video isn't expensive to make anymore. We build the pipeline that ships it weekly and the media plan that follows what works.
- [Storefront & product](https://www.pollyester.com/services/storefront-product.md): The store, the shelf, and the box are channels you already own. We design them to work like it.
- [Experiential & activations](https://www.pollyester.com/services/experiential-activations.md): Activations that acquire customers and come back with a number.
- [Events & retail](https://www.pollyester.com/services/events-retail.md): Launches, pop-ups, and retail moments, run as a portfolio with a number per event.
- [Design & build](https://www.pollyester.com/services/design-build.md): Designed and fabricated by one accountable team, and engineered to deploy more than once.

## Method

- [Truth](https://www.pollyester.com/method/truth.md): Every engagement starts with a baseline. We work out the numbers as they actually are, put them on one page, and get it signed before anyone builds anything.
- [Ground](https://www.pollyester.com/method/ground.md): The ground the brand grows on. A catalog that can answer a buyer's real questions, an inventory number you'd bet on, one definition of a customer, and data that actually connects.
- [Found](https://www.pollyester.com/method/found.md): Machines assemble the answer your buyer sees before they ever reach your site. Found is how you get into it, with paid held to a CAC that's real.
- [Chosen](https://www.pollyester.com/method/chosen.md): Winning the moment of choice. A product page that answers the buyer's real question, creative that sounds like you at volume, one price everywhere, and tests instead of arguments.
- [Grow](https://www.pollyester.com/method/grow.md): The second purchase and every one after it. Churn caught while there's still time to act, lifecycle timed to how people actually use the product, and every claim proven against a holdout.
- [Deliver](https://www.pollyester.com/method/deliver.md): Keeping the promise without leaking money. Routing you control, a cost per order you can state to the cent, and contribution margin you read live instead of once a month.
- [Own](https://www.pollyester.com/method/own.md): The handoff. Your accounts, your data, your models, and your team running the loop on a rhythm it keeps without us. The engagement ends. The loop doesn't.

## Writing

- [Journal](https://www.pollyester.com/blog.md): Operator-credible writing on AI-native commerce, visibility, and margin.
- [Where AI Learns About Your Category: Reddit, YouTube, and the Testers](https://www.pollyester.com/blog/where-ai-learns-about-your-category.md): When an answer engine recommends a pet food, it's reading the subreddit, the vet on YouTube, and the review site. Here's the map, and how much of it you can actually reach.
- [The Next Buyer Is an Agent. Most Stores Are Invisible to It.](https://www.pollyester.com/blog/the-next-buyer-is-an-agent.md): A growing share of shopping now runs through an assistant that reads data, not pages. A store built only for human eyes doesn't lose that sale. It was never considered.
- [Build a Review Flow That Captures the Words the Model Reads](https://www.pollyester.com/blog/review-flow-words-the-model-reads.md): In apparel, an AI recommends on phrases like 'true to size,' not on your star average. Here's how to design a review flow that captures the language customers actually use.
- [We Ran a 90-Day 'AI Visibility' Retainer. The Dashboard Went Up. Orders Didn't.](https://www.pollyester.com/blog/90-day-ai-visibility-retainer-teardown.md): A beauty brand's visibility score nearly quadrupled in a quarter and the P&L didn't move a dollar. Here's the receipt, and the two things underneath that would have.
- [Citation Share Is a P&L Line: How to Measure Getting Found by AI](https://www.pollyester.com/blog/citation-share-is-a-pnl-line.md): Rank tells you nothing now. The number that matters is your share of the AI answer, measured like any other line on the P&L.
- [Stop Doing GEO. Fix the Data Underneath It.](https://www.pollyester.com/blog/stop-doing-geo-fix-the-data-underneath.md): Every AI channel comes down to one question: can a machine read your product, trust it, and act on it. Spend on that, not the scoreboard.
- [Discover in AI, Buy on Your Site: The Two-Audience Conversion Playbook](https://www.pollyester.com/blog/discover-in-ai-buy-on-site-playbook.md): The buy button moved back to your store, so the order still closes there. What's new is that a machine now decides whether you make the shortlist before the human ever lands. Here's how to serve both.
- [Getting Chosen When You Can Legally Ship to Nine States](https://www.pollyester.com/blog/getting-chosen-ship-to-nine-states.md): The AI that wins in spirits isn't a sommelier bot. It's compliance the agent can't skip. A teardown of where an over-eager checkout turns into an illegal sale.
- [Your Product Page Has Two Readers Now. One Can't See the Hero Shot.](https://www.pollyester.com/blog/product-page-two-readers.md): You spent the budget on the photography. The reader who decides your shortlist can't see a pixel of it.
- [MCP, ACP, UCP: What an Agent-Ready Catalog Actually Needs](https://www.pollyester.com/blog/mcp-acp-ucp-agent-ready-catalog.md): Four commerce protocols in about a year. Most of it is a logo on a slide. Here's the part that changes your business.
- [From Rules to Policies: Routing That Protects Margin Per Order](https://www.pollyester.com/blog/from-rules-to-policies-routing-that-protects-margin.md): Every routing rule you hand-maintain is a margin decision made with a spreadsheet. Set the objectives instead, and let the system defend the margin and the license on every order.
- [Most 'AI OMS' Is a Forecasting Model With a Chat Panel](https://www.pollyester.com/blog/most-ai-oms-is-a-forecasting-model-with-a-chat-panel.md): A teardown of what's real in autonomous order management, and what only survives the demo.
- [Core Web Vitals Is the Cheapest Conversion Lever You're Skipping](https://www.pollyester.com/blog/core-web-vitals-cheapest-conversion-lever.md): Before you buy a personalization platform, check your load time. It's probably costing you more sales than any tool will add back.
- [A Churn Score Is Worthless Until It Fires Something](https://www.pollyester.com/blog/churn-score-worthless-until-it-fires.md): A churn score sitting in a dashboard changes nothing. Wire it to a win-back sized to the customer about to leave and it starts paying for itself. Here's how.
- [Underwrite Every AI Project in One Number](https://www.pollyester.com/blog/underwrite-every-ai-project-in-one-number.md): One question kills most bad AI projects before they start: what line does it move, and by how much?
- [The AI Bill Nobody Prices In](https://www.pollyester.com/blog/the-ai-bill-nobody-prices-in.md): The price of AI keeps falling and the bills keep climbing. Here's the cost-to-serve nobody puts in the deck, and how to price it like any other line.
- [Advocacy Is the New Distribution](https://www.pollyester.com/blog/advocacy-is-the-new-distribution.md): In the answer layer you can't outbid your way to the recommendation. You earn it, one real customer at a time.
- [The $53,088 Review](https://www.pollyester.com/blog/53088-dollar-review.md): Faking your reviews is now illegal in supplements. It also doesn't work, and the machine reading them is getting better at telling.
- [Six Strong 90s Multiply to 64%: The Perfect-Order Math](https://www.pollyester.com/blog/six-strong-90s-multiply-to-64-percent.md): Fulfillment KPIs don't average, they multiply. Six scores in the 90s land at 64%, and that's the order your customer actually opens. Here's how to read the real number and fix the link dragging it down.
- [AI Is a Cost Center Until Proven Otherwise](https://www.pollyester.com/blog/ai-is-a-cost-center-until-proven-otherwise.md): Most of the market sells AI as pure upside. The honest version is that it costs money until a specific number moves, and the work is making that number move one line at a time.
- [The $76.5B Return-Fraud Problem AI Is Now Faking](https://www.pollyester.com/blog/76-billion-return-fraud-ai-is-faking.md): The same technology being sold to grow your beauty brand is now faking damage photos to drain it. Returns just became a fraud-defense problem, and your generous refund policy is the way in.
- [The 3PL Is a Commodity. The Orchestration Layer Is the Asset.](https://www.pollyester.com/blog/3pl-is-a-commodity-orchestration-is-the-asset.md): Every competitor has a warehouse partner. The advantage is the software brain deciding, per order, where it ships from and how. Own that, not the building.
- [The Model Is a Commodity. The Judgment Isn't.](https://www.pollyester.com/blog/model-is-a-commodity-judgment-isnt.md): Predictive churn is a toggle now. What separates you is what you do the moment it fires.
- [Most of Your AI Budget Is Aimed at the Wrong Half of the Business](https://www.pollyester.com/blog/ai-budget-aimed-at-the-wrong-half.md): More than half of AI spend goes to marketing. The return shows up somewhere else. Here's where the money actually is.
- ['487% Retention Growth' and Other Numbers No Operator Would Recognize](https://www.pollyester.com/blog/487-percent-retention-numbers-no-operator-recognizes.md): A field guide to reading fake predictive-churn case studies, and what a real retention number looks like.
- [Stop Discounting the Customers Who Were Going to Stay Anyway](https://www.pollyester.com/blog/stop-discounting-customers-who-were-staying.md): LTV:CAC can read healthy while half your retention spend goes to customers who were never leaving. Here's the number that catches it.
- [The Data Is the Moat. The Model Is a Rental.](https://www.pollyester.com/blog/data-is-the-moat-model-is-a-rental.md): Every vendor is selling you a smarter model. The model keeps getting cheaper. The only thing that compounds is the customer data underneath it, and most brands don't own theirs.
- [When an Agent Picks the Pantry Staple, Your Feed Is the Pitch](https://www.pollyester.com/blog/agent-picks-the-pantry-staple.md): For a replenishment product, the hero shot does nothing. An agent reads your data and picks. Make the record machine-legible or lose the slot.
- [Returns Are 25% of Apparel. Two-Thirds of It Is Fit.](https://www.pollyester.com/blog/returns-are-25-percent-of-apparel-two-thirds-is-fit.md): Most brands attack returns at the warehouse. The money leaks at the point of purchase, in a fit decision made wrong. That's where AI belongs, and contribution margin is how you know it worked.
- [Composable-Lite Beats MACH for Most $15-150M Brands](https://www.pollyester.com/blog/composable-lite-beats-mach.md): The full composable rebuild is a real architecture. It's just rarely the one your team can run.

## Legal

- [Privacy Policy](https://www.pollyester.com/privacy.md): Privacy policy.
- [Terms of Service](https://www.pollyester.com/terms.md): Terms of service.

## MCP

- [MCP server](https://www.pollyester.com/api/mcp): Read-only remote MCP server (Streamable HTTP). Add it as a custom connector in Claude or ChatGPT to search and fetch Pollyester's services, method, and Journal. No auth, no actions.
- [Server card](https://www.pollyester.com/.well-known/mcp/server-card.json): Machine-readable server metadata (proposal-stage discovery).

## Optional

- [Account Director (Growth)](https://www.pollyester.com/careers/account-director-growth.md): Account Director at Pollyester (Growth): about the role, what you'll do, and who it's for.
- [Apply](https://www.pollyester.com/careers/apply.md): Apply to Pollyester with the work, not a resume. Send one thing you made or moved that speaks to the role. We read every application ourselves and write back either way.
- [Business Development Director (Commerce brands)](https://www.pollyester.com/careers/business-development-director.md): Business Development Director at Pollyester (Commerce brands): about the role, what you'll do, and who it's for.
- [Forward Deployed Engineer (Commerce)](https://www.pollyester.com/careers/forward-deployed-engineer-commerce.md): Forward Deployed Engineer at Pollyester (Commerce): about the role, what you'll do, and who it's for.
- [Growth Engineer (Lifecycle)](https://www.pollyester.com/careers/growth-engineer-lifecycle.md): Growth Engineer at Pollyester (Lifecycle): about the role, what you'll do, and who it's for.
- [Growth Strategist (Commerce)](https://www.pollyester.com/careers/growth-strategist-commerce.md): Growth Strategist at Pollyester (Commerce): about the role, what you'll do, and who it's for.
- [Solution Architect (Growth systems)](https://www.pollyester.com/careers/solution-architect-growth-systems.md): Solution Architect at Pollyester (Growth systems): about the role, what you'll do, and who it's for.