Enterprise Search

We're celebrating [World Product Day 2026](https://www.worldproductday.com/) by getting beyond the hype to hear 4 product people tell us how they are really using AI in their day to day work! * **Rahul:** Discovery, Rewired: From Transcripts to Production with AI - the story of how Global Dairy Trade took an idea from interviews to the real world * **Peony:** A product team of one - how a solo PM uses AI to operate in the goldilocks zone, just enough process, just enough output, moving fast enough to learn and find PMF * **Darren:** Product discovery with agents - from strategy to roadmaps * **Emilie:** AI in product design - allowing the designer to focus on the human tasks The event will start with **networking at 5.30pm**, followed by the **talk from 6pm!** **About our speakers:** **Rahul Singh** [https://www.linkedin.com/in/rahulsinghnz/](https://www.linkedin.com/in/rahulsinghnz/) Product Manager at GDT (Global Dairy Trade), building a modular SaaS platform across a global auction ecosystem. Before GDT he spent a decade shipping digital products at IAG and Roam Digital, working across insurance and enterprise SaaS. Outside the day job, Rahul runs AI PM Briefing, a weekly briefing for product managers on what's actually shipping in AI (tools, patterns, case studies), and is the author of ‘Don't Think, Change‘- a field guide to behaviour change for product teams. **Peony Pangputt** [https://www.linkedin.com/in/peonypangputt/](https://www.linkedin.com/in/peonypangputt/) Product Manager at FileInvite, a B2B SaaS platform helping US commercial lenders automate the collection of loan information faster. Peony joined at Series A and has been navigating a triple challenge: a new product, a new geography, and a new customer segment all at once. Before making the jump into the startup world, she spent her early career in rebuilding legacy replacements products at Stuff and Auckland Transport. **Darren Neo:** [https://www.linkedin.com/in/darren-neo/](https://www.linkedin.com/in/darren-neo/) Product Manager at Xplor Technologies, leading payment onboarding strategy and delivery. Darren started his career as a developer before moving into project delivery and product management, focused on building high-impact solutions that improve business growth, operational efficiency, and customer experience. His technical foundation drives his passion for bringing AI into modern product practices and delivery. He is also the Auckland Community Lead for [AI Collective New Zealand](https://www.aicollective.com/chapters/nz). **Emilie Park:** [https://www.linkedin.com/in/emiliepark/](https://www.linkedin.com/in/emiliepark/) Senior Product Designer at [Actionstep](https://www.actionstep.com?utm_source=chatgpt.com), working on enterprise legal SaaS products across practice management and legal accounting. Before joining Actionstep, she worked across enterprise platforms, operational tools and large-scale service ecosystems, contributing to products and design systems used at global enterprise and SOE (State-Owned Enterprise) scale. Formerly a front-end engineer, and before that an advertising creative working on corporate campaigns for Samsung Electronics, Samsung Electric and Samsung Mobile Display HR. Outside of her day job, Emilie leads the [Friends of Figma Auckland](https://friends.figma.com/auckland/?utm_source=chatgpt.com) design community group. Huge thanks to Auckland Transport for hosting and Pendo for sponsoring this event! You can find the Livestream here: [https://www.youtube.com/watch?v=NXglbOxVZWw](https://www.youtube.com/watch?v=NXglbOxVZWw) \- as always the livestream will kick off from just before 6pm\. This event is part of the global [Mind the Product World Product Day](https://www.worldproductday.com/) celebrations. We're a little early as World Product Day is actually on 20 May, but, y'know, timezones...

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

## Candle Making Night at The Arcane Foundry \| Design Your Own Custom Candle **SPECIAL PROMOTION**: Buy 3 and get 1 Free! Step into The Arcane Foundry and create your own custom candle from start to finish. This is a laid back, hands-on experience where **you’ll blend fragrances, choose your vessel, and pour your own candle using 100% soy wax**. Whether you’re coming solo or with friends, it’s designed to be simple, creative, and a good time. We’ll walk you through the entire process, from picking your scents to choosing between a traditional cotton wick or a crackling wood wick. You can go with one fragrance or mix your own blend to create something completely unique**. No experience needed**, just show up and we’ll handle the rest. While your candle sets, feel free to hang out, play a game, explore the shop, or just relax and talk. Drinks and snacks are available, and the atmosphere leans into the **fantasy**, **dark academia**, and **gothic horror** vibe The Arcane Foundry is known for. Learn More: [Candle Making in Columbus, Ohio at The Arcane Foundry](https://thearcanefoundry.com/candle-making/) *** ### What to Expect: * Guided candle making experience * Choose your own vessel, wax, wick, and fragrance * 100% soy wax candles * Optional drinks and snacks * Time to relax while your candle cools *** ### Important Notes: * Please arrive on time so we can start together * Candles will need time to set before taking home * This is a beginner-friendly event *** ### RSVP Required Reserve your spot on Meetup to lock in your seat. **Candle Making** (includes vessel, your choice of wick, wax, scented oil, labels and lids) 5oz Glass Jars $15 8oz Candle Tins $25 12oz Glass Candles $35 12oz Amber Jars $40 16 oz Skull or Jack o Lantern Candle Mugs $65 (Limited Edition!) **All materials included. You just bring yourself (and your drink of choice).** **Payments accepted:** * Credit Card * Venmo: @Daclaud-Lee * Cashapp: $DaclaudL

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD