# 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. Every page below is also available as clean markdown at the same URL with `.md` appended (e.g. https://www.pollyester.com/about.md); the links here point at those markdown twins, and each twin links back to its HTML canonical. ## 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 on every surface, run as one engine](https://www.pollyester.com/services/get-found.md): Search, social, paid, and the answer engines buyers ask what to buy, run as one engine, not five separate retainers. All of it held to one number, blended CAC. - [Get chosen on the product page](https://www.pollyester.com/services/get-chosen.md): Win the sale twice, on the machine that builds the shortlist and the shopper on your product page. Conversion and agent-readiness work on a stack you own. - [Retention and LTV growth for DTC brands](https://www.pollyester.com/services/grow-the-customer.md): Grow what a customer is worth after the first order, with retention and lifecycle work. The numbers we watch and the stack behind them. - [Customer advocacy and referrals](https://www.pollyester.com/services/earn-advocacy.md): Turn happy customers into referrals, reviews, and loyalty that bring the next ones and feed the AI engines. One loop, one owner, revenue you can trace. - [Pick, pack, ship and cost-to-serve](https://www.pollyester.com/services/pick-pack-ship.md): Know what each order actually costs to fulfill, not just what your 3PL bills. Fulfillment and cost-to-serve visibility for growth-stage brands. - [Order orchestration for commerce brands](https://www.pollyester.com/services/order-orchestration.md): Route every order to the right warehouse, carrier, and date with logic you can read and change yourself. The operations layer behind the storefront. - [Margin and cost optimization for DTC brands](https://www.pollyester.com/services/cost-optimization.md): See contribution margin live by product, channel, and cohort, then rank every cut by what it is worth. Software seats and the AI bill earn their keep or go. - [Build a commerce core AI agents can call](https://www.pollyester.com/services/build-the-agent-ready-core.md): Shopping agents don't browse your store, they call it, and most platforms can't answer. We build the commerce core that can, on data you own. - [Brand identity that grows branded demand](https://www.pollyester.com/services/brand-identity.md): Build the identity and positioning system that grows your share of buyers who search for you by name. Shipped as working assets, not a PDF. - [Ad creative and art direction for DTC brands](https://www.pollyester.com/services/creative-art-direction.md): The platforms run the targeting, so the ad decides what you pay per customer. A directed creative engine, AI for the volume and a human for the taste. - [Content and campaigns for commerce brands](https://www.pollyester.com/services/content-campaigns.md): One editorial engine that feeds your feed, inbox, and AI answers with the same story. Edited by people who know the brand, with revenue on every campaign. - [Video production and media buying](https://www.pollyester.com/services/video-media.md): Ship new video weekly and put media budget where each cut earns. An AI production pipeline versioned per placement, with buying that follows the numbers. - [Storefront, shelf, and packaging as channels](https://www.pollyester.com/services/storefront-product.md): The store, the shelf, and the box are channels you already own. We design them to convert, get shared, and bring customers back, and measure what they return. - [Experiential activations that acquire customers](https://www.pollyester.com/services/experiential-activations.md): Brand activations built and instrumented as an acquisition channel, reporting a cost per customer you can read. We model it as a channel before you spend. - [Events and pop-ups that acquire customers](https://www.pollyester.com/services/events-retail.md): Run launches, pop-ups, and retail as an acquisition channel, every event costed per customer acquired. A calendar you plan against, not defend once a year. - [Experiential design and build](https://www.pollyester.com/services/design-build.md): Sets, booths, and pop-ups designed and fabricated by one accountable team. Engineered to redeploy across your calendar, so each date costs less than the last. ## 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 a commerce brand grows on. A catalog that answers buyers' questions, an inventory number you'd bet on, one customer record, and data that connects. - [Found](https://www.pollyester.com/method/found.md): Found is the demand wave, getting your brand onto the shortlist a machine builds before a buyer ever reaches your site, with paid held to a real CAC. - [Chosen](https://www.pollyester.com/method/chosen.md): Chosen is the conversion wave, winning the visit you paid for. A product page that answers the real question, one price everywhere, and tests over arguments. - [Grow](https://www.pollyester.com/method/grow.md): Grow is the retention wave, the second purchase and every one after. Churn caught early, lifecycle timed to real usage, and each claim proven against a holdout. - [Deliver](https://www.pollyester.com/method/deliver.md): Keeping the delivery promise without leaking margin. Routing you control, a cost per order you can state to the cent, and contribution margin you read live. - [Own](https://www.pollyester.com/method/own.md): Own is the handoff wave. Your accounts, data, models, and team run the growth 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. - [Weaviate and RAG, where things stand](https://www.pollyester.com/blog/weaviate-and-rag-where-things-stand.md): A plain look at where vector databases and RAG actually stand right now, and why the database is the easy part. - [What Is an AI-Native Growth Agency?](https://www.pollyester.com/blog/what-is-an-ai-native-growth-agency.md): A short, plain answer for anyone hearing the term for the first time, and the published research on how AI answer engines actually decide who to name. - [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): Run the accounts that stay, holding the numbers and the founder relationship in one head. You treat it as a P&L, not a calendar. Read the role and apply. - [Apply with the work, not a resume](https://www.pollyester.com/careers/apply.md): Apply to Pollyester with the work, not a resume. Send one thing you made or moved that fits the role, and we read every one and write back either way. - [Business Development Director](https://www.pollyester.com/careers/business-development-director.md): Own the book of commerce brands we pursue and the deals we walk away from. Sales that put the operators in the room, not a deck. Read the role and apply. - [Forward Deployed Engineer (Commerce)](https://www.pollyester.com/careers/forward-deployed-engineer-commerce.md): Embed inside a commerce brand and ship AI into the production workflows where revenue moves, from merchandising to lifecycle to ops. Read the role and apply. - [Growth Engineer (Lifecycle)](https://www.pollyester.com/careers/growth-engineer-lifecycle.md): Own retention as a number, the flows and experiments that turn a first order into a second. A technical role that stays growth-led. Read the role and apply. - [Growth Strategist (Commerce)](https://www.pollyester.com/careers/growth-strategist-commerce.md): Turn a commerce brand's own numbers into the plan everyone else builds against, directing AI systems to do the assembly. Read the role and apply. - [Solution Architect (Growth systems)](https://www.pollyester.com/careers/solution-architect-growth-systems.md): Turn what a founder says is broken into a system a team can build, deciding where AI belongs and where a human stays. Read the role and apply.