BenjaminPessin

AI adoption & enablement across 25+ businesses

Creative Systems Director, Waterside Group

I presented my inventory platform to the CEO of Warbird, parent company of Invincible and Yellowfin Boats. He commissioned it for the manufacturer, where it runs their inventory in production today.

Benjamin Pessin, Creative Systems Director, Waterside Group
Somerville, MA · ben.pessin@gmail.com

I presented my inventory platform to the CEO of Warbird, parent company of Invincible and Yellowfin Boats. He commissioned it for the manufacturer, where it runs their inventory in production today.

Somerville, MA · ben.pessin@gmail.com

I'm the Creative Systems Director at Waterside Group, a holdings company with 25+ businesses across marine, hospitality, real estate, construction, and recreation. I created this role. AI adoption was not a function here until I made the case for it, and I have led it end to end since October 2025.

I sit with our sales, accounting, construction, marketing, and HR teams and build the tools they use every day: LLM assistants, AI agents, knowledge bases, and internal platforms. I build the first version myself, in Claude Code and against the Claude API, then scale what works through the 12-engineer team I manage, with the permissions, safeguards, and cost visibility to ship generative AI responsibly to people who are not engineers.

I came to it from design. I joined as a marketing intern building logos and brand identities for the businesses the group was acquiring, and I still start every project the same way a designer does: with the person who has to use the product, not the spec. That is most of why the adoption work lands.

How I Lead AI Adoption

Almost everyone I build for is non-technical. Bartenders, boat salespeople, accountants, project managers, marketing coordinators. None of them asked for AI, and none of them care what model is behind it. They care whether the thing in front of them makes their day easier. That is the whole problem, and it is mostly not a technical one.

Sit with the department until I understand the work, not the org chart

Map how the job actually gets done, including the workarounds nobody documents

Ship AI only where it earns its keep, and plain software everywhere else

Train the people who use it, in their words, on their screens

Measure it, and turn off what does not pay

The pattern I keep coming back to: put the tool where the person already is. A bartender at one of our restaurants is not going to open a CRM, but they will tap three fields on a phone when a guest mentions they are shopping for a boat. Salespeople were not going to maintain a spreadsheet back at the office, but they will use an app on the dock that already knows the inventory. The adoption problem is usually a placement problem.

The second pattern is keeping people in the loop where their judgment is worth more than the model's. When staff upload a spreadsheet of leads, Claude proposes the column mapping and a person confirms it. The email tool drafts and previews but never sends on its own. Financial workflows keep human review. Those gates are not hedging, they are what makes people willing to use the thing at all.

Then I train and hand it off. I run onboarding and mentorship for our Northeastern co-op engineers for the same reason: the goal is internal capability, not a dependency on me.

How I Take Feedback

I build the complaint box into the product. Every platform I ship has a feedback route: an Ideas & Feedback board and a direct Questions for Leadership channel in the Waterside App, a Submit Feedback item in the Warbird admin. Staff have filed 72 ideas through the board and 49 of them are shipped and closed. That ratio is the point. A feedback channel nobody acts on teaches people to stop using it.

The harder version is taking the answer you did not want. I built an agentic lead pipeline that worked: 2,907 runs between April and July 2026 discovered 3,941 leads and qualified 783 of them. Then that same run history made the unit economics legible, and the cost per qualified lead came back too high to justify. I shut it off in July and commissioned a cost model before it goes back on. Killing something I had built and was proud of was the right call, and knowing when to do that is part of leading adoption rather than just shipping it.

Read from the production databases, August 2026.

Spotlight

FBM & Warbird Platforms

Solo-built, multi-platform inventory management
Web platformWebCustom backendSupabase backendMobile appiOS & Android

Built single-handedly: a multi-platform inventory management stack (web, iOS, and Android) on a shared custom Supabase backend I designed.

It runs the full boat lifecycle: factory build sheets parsed into structured inventory, photo management and AI-written listings, pricing and discounts, generated build sheets, sell sheets, and NDAs, floor-plan financials reconciled from parsed bank statements, and "GUS," the embedded Claude assistant, answering questions over all of it.

After I presented the platform and the Agentic Portal directly to the CEO of Warbird, parent company of Invincible and Yellowfin Boats, he commissioned the same stack for the manufacturer. It manages Warbird's inventory in production today.

  • 20+ API route handlers: statement upload/parse/match/apply, listing audits, sheet generation, NDA generation, AI backfill, image focal points, Warbird inventory sync
  • Build-sheet parser (62KB module) turns factory PDFs into structured inventory records; diff modal and autofill for review
  • Financials suite: statements, curtailments, interest, credit lines, lender exposure charts, cover sheets, monthly recap cron
  • GUS Claude assistant (streaming chat, conversation history, boat cards, typewriter UI) answers over live inventory and financials
  • Feature-level permissions registry, role-based access, soft delete with recently-deleted recovery, full activity log
  • Public embeds: featured-boats widget and inquiry forms served to the dealership's marketing sites
  • Tools: boat valuation, compare boats, market comparison, trade-in estimator, fuel and loan calculators, sheet exporter
  • Supabase realtime updates, automated database and file backup crons

Next.js 16 · React 19 · Swift / SwiftUI · Android · Supabase · Claude · 20+ API routes

Read the full case study →

Selected AI & Platform Work

Web platformFBM Web AdminBoat dealership operations dashboardMobile appFBM Sales, iOSThe dealership workflow on the docksMobile appWarbird Sales, iOSYellowfin and Invincible inventory, mobileWeb platformAgentic Sales PortalAI agents that prospect, enrich, and score leadsWeb platformWaterside Chatbot EngineDirectedOne RAG assistant, installed per site

Before I built software for these businesses, I built their brands. I designed these identities and wrote the standards that keep them consistent, and both now live inside the Waterside App so a manager can pull the right logo without calling me. Most of the swatches below are read straight from those records; a couple of these brands are not in the app yet, and theirs come from the live sites.

Newport Creamery logo

Newport Creamery

Ice cream and restaurant brand, established 1928

  • Newport Blue, #003057
  • Stripes Blue, #003865
  • Newport Gold, #F1BF48
Flying Bridge Restaurant logo

Flying Bridge Restaurant

Waterfront restaurant, Falmouth Harbor

  • Dark Blue, #003057
  • Red, #D50032
  • White, #ffffff
Flying Bridge Marina logo

Flying Bridge Marina

Marina and service center

  • Dark Blue, #003057
  • Accent Blue, #51C8EC
  • White, #ffffff
Timber Wood Fired logo

Timber Wood Fired

Wood-fired restaurant

  • Deep Crimson, #76232F
  • Beige, #E2D9C2
  • White, #ffffff
Basecamp Brewing logo

Basecamp Brewing

Brewery and taproom

  • Regal Blue, #2d4d73
  • Golden Yellow, #e8c46c
  • White, #ffffff
Bluebird Martini Bar logo

Bluebird Martini Bar

Cocktail bar

  • Steel Blue, #768692
  • Cream, #D6D2C4
  • Slate Grey, #485457
The Shop at South Peak logo

The Shop at South Peak

Retail at the South Peak resort

  • Primary Grey, #485565
  • Beige, #E2D9C2
Snowfish Sushi logo

Snowfish Sushi

Sushi restaurant

  • Navy, #042F47

Creative Systems Director · Waterside Group

Oct 2025 - Present · Boston, MA
  • Lead AI rollout across the portfolio: sit with each department, earn their trust, map how work actually gets done, ship AI where it earns its keep, then train the teams who use it.
  • Manage a 12-engineer team building across the portfolio, and run onboarding & mentorship for Northeastern co-op software engineers, growing internal AI capability, not just internal tools.
  • Shipped 3 production LLM assistants used daily by non-engineering staff: a dealership ops assistant (Q&A over live inventory & financials, AI listing backfill), a company-wide RAG assistant over group knowledge, and a semantic-search sales chat.
  • Built an AI-agent CRM (Agentic Portal): configurable agents, automation engine, DOCX/PDF/CSV knowledge-base ingestion, and run-history observability for cost and behavior tracking on every agent execution.
  • Set the portfolio's rules for AI use (role-based permissions, Postgres row-level security, human-in-the-loop review on financial workflows) and advise leadership on tool evaluation, cost, and risk.
  • Replaced legacy spreadsheet pipelines with governed, purpose-built software; for example, migrating field sales apps off Excel/SharePoint onto a typed, permissioned Supabase backend.

Lead Graphic Designer · Waterside Group

May 2024 - Oct 2025 · Falmouth, MA
  • Shaped visual identity and marketing strategy across the group's real estate, lifestyle, and entertainment brands while beginning the internal-tools buildout: shipped the first dealership operations platform and its native SwiftUI iOS companion, introducing AI-assisted workflows to a non-technical sales team.

Marketing Associate · Waterside Group

May 2023 - May 2024 · Falmouth, MA
  • Drove marketing execution and content across the portfolio; firsthand exposure to the manual workflows I later replaced with software.

Marketing Intern · Waterside Group (Longfellow Design Build)

May 2022 - May 2023 · Falmouth, MA
  • Joined as the group began acquiring businesses: created logos, brand graphics, and launch creative for incoming companies, plus social and campaign content.

Earlier: Media Production Intern, PBS, Boston (2019)

AI & Agentic Systems
Claude APIClaude Codeagentic coding environmentsChatGPT CodexGoogle GeminiVercel AI SDKRAG & embeddings (Voyage)AI agents & automationsprompt engineeringLLM cost observabilityAI training & enablement
Engineering
Next.jsReactTypeScriptHTMLCSSPythonSQLSupabase (Postgres, RLS, Edge Functions)NeonPayload CMSWordPressSwift / SwiftUImonoreposVercel
Graphic Design & Brand
Brand identity & logo designbrand standards & guidelinescolor systems (hex, Pantone, CMYK)typography & type selectionAdobe IllustratorAdobe PhotoshopAdobe InDesignAdobe Lightroomprint collateral (menus, table tents, letterhead)business cards & stationerysignage & environmentalapparel & uniform designsocial & campaign creativephoto art directionweb & product UI design
Videography
Final Cut Provideo production & editingproperty & walkthrough shootsdrone photography & videographysocial video & short-form cutscolour gradingmotion graphics & titlesaudio editingstoryboarding
Leadership & Enablement
Cross-functional partnership with non-engineering teamsteam management & mentorshiptraining programs & onboardingbrand systemsworkflow design
University of Massachusetts Amherst · Bachelor of Arts, Communication · Amherst, MA
Graduated 2024