I graduated Kenyon College (Class of '26) as an Economics major with minors in Statistics and French. I build AI automation systems and workflows that save time and money for real organizations. I'm currently looking for a full-time AI / automation engineering role starting fall 2026 — open to remote or relocation. The best way to see how I work is the systems below.

Currently an AI Engineering Intern at Langar Technology, a Fintech firm that caters to RIAs, where I design and ship workflows and pipelines end-to-end. Last summer I was a Research Assistant in Kenyon's Economics department where I used AI tools to construct inflation metrics from large-scale scanner data.

Automations I've Built

The same pipeline pattern — crawl, extract with cheap open models, structure, verify — runs underneath all of these, whether the input is SEC filings or restaurant menus.

RIA Marketing Scraper

Crawls and scrapes Registered Investment Advisor (RIA) websites to assemble a structured dataset of firm metadata, recent news, and key contacts including personal emails and bios, all sourced from live websites. Output is used to generate effective, personalized marketing campaigns. Built with Claude Code, uses self-hosted Firecrawl to crawl websites, and OpenRouter for LLM inference. Inference costs <$0.005 per firm and takes <1 minute per firm. The low per-firm cost comes from self-hosting Firecrawl and routing inference to gpt-oss-120b via OpenRouter rather than frontier models.

The diagram below is a visualization of the workflow — each stage shows real data produced by a live run.

Input

RIA data from SEC bulk ADV filing

crdnamecitystatefiling_dateaum_rawnum_advisorswebsitesclients_listuses_smaaum_segmentlast_refreshed
296798NEW WORLD ADVISORS LLCHINGHAMMA2026-04-098849356742
▶https://www.newworldadvisors.com

https://www.newworldadvisors.com

▶High net worth individuals, Pension and profit sha…

High net worth individuals, Pension and profit sharing plans, Charitable organizations

TRUEMid-Market2026-05-19T15:02:06Z
142618THE WEALTH COLLABORATIVE, INC.CORONA DEL MARCA2026-03-237915603642
▶http://www.thewealthcollaborative.com

http://www.thewealthcollaborative.com

▶Individuals, High net worth individuals, Corporati…

Individuals, High net worth individuals, Corporations

TRUEMid-Market2026-05-19T15:02:06Z
148194SEQUENT ASSET MANAGEMENT, LLCHOUSTONTX2026-04-0110558256212
▶http://www.sequentasset.com

http://www.sequentasset.com

▶Individuals, High net worth individuals, Corporati…

Individuals, High net worth individuals, Corporations

TRUELarge2026-05-19T15:02:06Z
155162TALBOT FINANCIAL, LLCBELLEVUEWA2026-03-0213405358382
▶http://www.talbotfinancial.com/

http://www.talbotfinancial.com/

▶Individuals, High net worth individuals

Individuals, High net worth individuals

TRUELarge2026-05-19T15:02:06Z
151053DREXEL MORGAN & CO.RADNORPA2026-03-166070000002
▶http://www.drexelmorgan.com

http://www.drexelmorgan.com

▶High net worth individuals

High net worth individuals

TRUEMid-Market2026-05-19T15:02:06Z
124147FRANK, RIMERMAN ADVISORS LLCPALO ALTOCA2026-03-2833990390313
▶https://www.frankrimerman.com/

https://www.frankrimerman.com/

▶High net worth individuals, Charitable organizatio…

High net worth individuals, Charitable organizations

TRUELarge2026-05-19T15:02:06Z
331098TOPSAIL WEALTH MANAGEMENT LLCCHARLOTTENC2026-03-1213096901524
▶https://topsailwealthmanagement.com/

https://topsailwealthmanagement.com/

▶Individuals, High net worth individuals, Charitabl…

Individuals, High net worth individuals, Charitable organizations, Corporations

TRUELarge2026-05-19T15:02:06Z
174042SENTRY ADVISORS, LLCSAN FRANCISCOCA2026-03-0524090255244
▶http://sentryadv.com

http://sentryadv.com

▶Individuals, High net worth individuals, Charitabl…

Individuals, High net worth individuals, Charitable organizations

TRUELarge2026-05-19T15:02:06Z

Workflow

Crawls RIA websites in bulk using self-hosted Firecrawl
Uses regex and gpt-oss-120b via OpenRouter to parse emails, summarize website content, extract recent news, and gather firm intelligence
Writes results to Google Sheets

Output

Contacts

contact_namecontact_titlecontact_emailrole_wedgerole_descriptioncrdfirm_name
Alex Flagg
▶Principal

Principal

alex@sentryadv.comleadership
▶Principal responsible for overall firm leadership,…

Principal responsible for overall firm leadership, strategy, and client relationship oversight.

174042
▶SENTRY ADVISORS, LLC

SENTRY ADVISORS, LLC

Greg Powell
▶Principal

Principal

greg@sentryadv.comleadership
▶Principal who helps guide the firm's investment ap…

Principal who helps guide the firm's investment approach and oversees client advisory services.

174042
▶SENTRY ADVISORS, LLC

SENTRY ADVISORS, LLC

Liz Ly
▶CCO | Associate

CCO | Associate

liz@sentryadv.comcompliance_ops
▶Chief Compliance Officer managing regulatory compl…

Chief Compliance Officer managing regulatory compliance and risk oversight.

174042
▶SENTRY ADVISORS, LLC

SENTRY ADVISORS, LLC

Susanna Han
▶Associate

Associate

susanna@sentryadv.cominvestment
▶Associate involved in investment analysis and clie…

Associate involved in investment analysis and client service support.

174042
▶SENTRY ADVISORS, LLC

SENTRY ADVISORS, LLC

Tim Hartzell
▶Founder, Chief Investment and Compliance Officer

Founder, Chief Investment and Compliance Officer

thartzell@sequentasset.comleadership
▶Co-founded Sequent in 2008; leads investment strat…

Co-founded Sequent in 2008; leads investment strategy, compliance, and overall firm direction.

148194
▶SEQUENT ASSET MANAGEMENT, LLC

SEQUENT ASSET MANAGEMENT, LLC

David Doll
▶Co-Founder

Co-Founder

leadership
▶Co-founded Sequent Asset Management; contributes t…

Co-founded Sequent Asset Management; contributes to strategic leadership.

148194
▶SEQUENT ASSET MANAGEMENT, LLC

SEQUENT ASSET MANAGEMENT, LLC

Randy Talbot
▶Founder & Managing Partner

Founder & Managing Partner

randy@talbotfinancial.comleadership
▶Founded Talbot Financial in 2010; sets overall fir…

Founded Talbot Financial in 2010; sets overall firm strategy and investment philosophy.

155162
▶TALBOT FINANCIAL, LLC

TALBOT FINANCIAL, LLC

Jim Pirak
▶Partner, COO & CCO

Partner, COO & CCO

jim.pirak@talbotfinancial.comcompliance_ops
▶Oversees operations, ensures regulatory compliance…

Oversees operations, ensures regulatory compliance, leads marketing and investor relations.

155162
▶TALBOT FINANCIAL, LLC

TALBOT FINANCIAL, LLC

Tom Swoffer, CFA
▶Partner, CIO & Portfolio Manager

Partner, CIO & Portfolio Manager

tom.swoffer@talbotfinancial.cominvestment
▶Directs investment strategy, conducts equity resea…

Directs investment strategy, conducts equity research, and manages client portfolios.

155162
▶TALBOT FINANCIAL, LLC

TALBOT FINANCIAL, LLC

Lynda McFeeley
▶Senior Vice President and Treasurer

Senior Vice President and Treasurer

lmcfeeley@drexelmorgan.comleadership
▶Oversees firm's strategic direction and treasury f…

Oversees firm's strategic direction and treasury functions.

151053
▶DREXEL MORGAN & CO.

DREXEL MORGAN & CO.

Jeff Wheeler
▶President

President

jwheeler@thewealthcollaborative.comleadership
▶Leads The Wealth Collaborative; provides wealth-ma…

Leads The Wealth Collaborative; provides wealth-management and estate-planning services.

142618
▶THE WEALTH COLLABORATIVE, INC.

THE WEALTH COLLABORATIVE, INC.

Bryan Gendron
▶Assurance & Advisory Partner

Assurance & Advisory Partner

bgendron@frankrimerman.comother
▶Partner-In-Charge of Public Company Services Pract…

Partner-In-Charge of Public Company Services Practice and Assurance Quality Control Group.

124147
▶FRANK, RIMERMAN ADVISORS LLC

FRANK, RIMERMAN ADVISORS LLC

John Fasciano
▶Partner

Partner

john.fasciano@newworldadvisors.comleadership
▶Partner responsible for overall firm strategy and …

Partner responsible for overall firm strategy and client relationships.

296798
▶NEW WORLD ADVISORS LLC

NEW WORLD ADVISORS LLC

Christopher Cabral
▶Partner & CIO

Partner & CIO

chris.cabral@newworldadvisors.cominvestment
▶Chief Investment Officer leading investment strate…

Chief Investment Officer leading investment strategy and portfolio construction.

296798
▶NEW WORLD ADVISORS LLC

NEW WORLD ADVISORS LLC

Frank Burr
▶Partner

Partner

frank.burr@newworldadvisors.comleadership
▶Partner contributing to firm governance and client…

Partner contributing to firm governance and client advisory services.

296798
▶NEW WORLD ADVISORS LLC

NEW WORLD ADVISORS LLC

Alex Lee
▶Senior Analyst

Senior Analyst

alex.lee@newworldadvisors.cominvestment
▶Senior Analyst conducting investment research and …

Senior Analyst conducting investment research and quantitative analysis.

296798
▶NEW WORLD ADVISORS LLC

NEW WORLD ADVISORS LLC

Krista Hommel
▶Client Service Associate

Client Service Associate

krista.brown@newworldadvisors.comother
▶Handles client inquiries, account administration, …

Handles client inquiries, account administration, and day-to-day service support.

296798
▶NEW WORLD ADVISORS LLC

NEW WORLD ADVISORS LLC

Firms

firm_overviewai_and_technology_posturerecent_newsprocessed_at
▶Sentry Advisors, LLC is a registered investment ad…

Sentry Advisors, LLC is a registered investment adviser that focuses on delivering high-quality financial advice to retail investors. The firm emphasizes a thoughtful understanding of client needs and risk tolerance, partnering with research-focused technology firms to provide objective, transparent, and confidential solutions.

▶NA

NA

▶NA

NA

2026-05-22T21:26:20Z
▶Sequent Asset Management, LLC is a fee-only multi-…

Sequent Asset Management, LLC is a fee-only multi-family office that serves families with closely held businesses, multi-generational owners, senior corporate executives, professionals, retirees, trusts, estates and charitable organizations. The firm emphasizes a customized, client-first approach, acting as a personal chief financial officer and providing holistic wealth management, financial counseling, investment management and fiduciary coordination without model portfolios.

▶NA

NA

▶In 2023 Sequent celebrated its fifteen-year annive…

In 2023 Sequent celebrated its fifteen-year anniversary, marking a milestone of fifteen years of operation as a boutique multi-family office.

2026-05-22T21:26:49Z
▶Talbot Financial, LLC is an independent, fee-only …

Talbot Financial, LLC is an independent, fee-only wealth management firm based in Bellevue, Washington that serves high-net-worth families and individuals with a minimum investment of $500,000. The firm follows a value-style, active portfolio management approach emphasizing fundamental analysis, balance-sheet strength, free cash flow and tax-efficient trading, and it invests alongside its clients.

▶The firm uses Charles Schwab & Co., Inc. as its cu…

The firm uses Charles Schwab & Co., Inc. as its custodian and provides clients online account access via Schwab's portal. AI is mentioned only in the 2026 quarterly review as a market factor affecting technology stocks, but the firm does not indicate any internal AI-driven tools or platforms.

▶In 2025 Talbot Financial released a series of quar…

In 2025 Talbot Financial released a series of quarterly portfolio review newsletters (Q1-Q4 2025). The 2026 Q1 Review highlighted an AI-induced pullback in technology stocks and other macro-economic headwinds.

2026-05-22T21:27:20Z
▶Drexel Morgan & Co. is a registered investment adv…

Drexel Morgan & Co. is a registered investment adviser and bank holding company that provides personalized investment management focused on high-net-worth clients seeking conservative, long-term equity exposure. Their core strategy centers on large-cap, dividend-paying, primarily A+ rated stocks with strong balance sheets.

▶NA

NA

▶NA

NA

2026-05-22T21:28:57Z
▶The Wealth Collaborative, Inc. is a wealth-managem…

The Wealth Collaborative, Inc. is a wealth-management firm that serves affluent individuals and families, focusing on aligning clients' values, desires, and behavior with their financial resources. Their approach combines purpose-driven portfolios built on Nobel-prize-winning financial science with a four-pillar framework incorporating financial science, behavioral finance, neuro-finance, and coaching.

▶NA

NA

▶NA

NA

2026-05-22T21:30:26Z
▶Topsail Wealth Management LLC provides comprehensi…

Topsail Wealth Management LLC provides comprehensive wealth management services.

▶Topsail uses Charles Schwab as its custodian, SS&C…

Topsail uses Charles Schwab as its custodian, SS&C Black Diamond for client-portal access and performance reporting, and eMoney's financial-planning suite for integrated planning and client relationship management. No specific AI tools or initiatives are mentioned.

▶NA

NA

2026-05-22T21:31:10Z
▶Frank, Rimerman Advisors LLC (FRA) is an SEC-regis…

Frank, Rimerman Advisors LLC (FRA) is an SEC-registered investment advisor that provides private wealth management services to individual clients. The firm emphasizes the distinction between brokerage and advisory services.

▶NA

NA

▶NA

NA

2026-05-22T21:31:46Z
▶New World Advisors is a boutique private-wealth RI…

New World Advisors is a boutique private-wealth RIA that serves high-net-worth individuals and families with conflict-free portfolio management, holistic financial planning, tailored private-market programs, philanthropic advising, and multigenerational wealth-transfer services. The firm emphasizes a client-centric, transparent approach, positioning itself as the trusted 'quarterback' for clients' financial lives.

▶The site references artificial-intelligence as a m…

The site references artificial-intelligence as a major market driver, noting AI-benefiting companies and AI-driven investment themes in its 2024-2025 market commentaries. No specific portfolio-management software or CRM platforms are mentioned beyond these AI market observations.

▶In 2023 the firm began publishing quarterly market…

In 2023 the firm began publishing quarterly market commentary reports highlighting themes such as the Fed pivot and AI-driven investment opportunities; the series continued with quarterly updates throughout 2024 and 2025.

2026-05-22T21:46:13Z

LinkedIn URL Finder

Given a list of advisor contacts, automatically finds and records each person's LinkedIn profile URL. Searches the web for each contact, checks that the result actually belongs to the right person, and writes confirmed URLs back to Google Sheets. Runs entirely free on a headless browser. Takes ~20 seconds per contact. The hard part is verification: confirming a search hit is the right person before writing it back, which is why it runs multiple search strategies and checks identity rather than trusting the first result.

The diagram below shows real contacts and LinkedIn URLs found by a live run.

Input — contacts from RIA scraper

6,357 rows · no LinkedIn URLs yet

contact_namecontact_titlefirm_name
Jeff WheelerPresidentTHE WEALTH COLLABORATIVE, INC.
Jeff RobinsonWealth AdvisorTHE WEALTH COLLABORATIVE, INC.
Scott FrazinFounder & Managing DirectorCHICAGO CAPITAL, LLC
David MabiePartnerCHICAGO CAPITAL, LLC
Rick Fradin, CFAPartnerCHICAGO CAPITAL, LLC
Jim MabiePartnerCHICAGO CAPITAL, LLC
Eric MaddixAssociateCHICAGO CAPITAL, LLC
Sarah CouchFamily AccountantGLENEAGLES INVESTMENT ADVISORS, LLC

Workflow

Searches the web for each person's LinkedIn profile by name and company
Tries multiple search strategies if the first doesn't return results
Confirms each result matches the right person before saving
Writes URLs to Google Sheets

Output — LinkedIn URLs written to sheet

contact_namefirm_namelinkedin_url
Jeff WheelerTHE WEALTH COLLABORATIVE, INC.linkedin.com/in/jeff-wheeler-307298a
Jeff RobinsonTHE WEALTH COLLABORATIVE, INC.linkedin.com/in/jeffrobinsonjdmscfp
Scott FrazinCHICAGO CAPITAL, LLClinkedin.com/in/scott-frazin-cfa-80041212
David MabieCHICAGO CAPITAL, LLClinkedin.com/in/david-mabie-685895166
Rick Fradin, CFACHICAGO CAPITAL, LLClinkedin.com/in/rick-fradin-cfa-6594ab5
Jim MabieCHICAGO CAPITAL, LLClinkedin.com/in/jim-mabie-622218168
Eric MaddixCHICAGO CAPITAL, LLClinkedin.com/in/eric-maddix-51621a168
Sarah CouchGLENEAGLES INVESTMENT ADVISORS, LLClinkedin.com/in/sarahcouch1611

Restaurant Reviews → Menu Builder

A five-stage pipeline that takes a restaurant's name and menu URL and produces a finished, photo-illustrated menu. It extracts the text menu, scrapes customer photos from Google Maps, classifies the images, retouches each plate with an image model, then matches photos back to menu items. Takes 5–30 minutes per restaurant. Costs ~$0.30 + $0.04 per image retouched ($2.30 for a menu with 50 images). The tricky step is matching: aligning scraped customer photos to the correct menu item when neither the photo nor the item is labeled.

Click any stage to see it in detail, or view the full breakdown page. Every stage shows real data from a live run on The Old Mohawk (Columbus, OH).