16 Years.
34 AI Projects.
$500M ROI.
Sumo Logic | Enterprise Security | SaaS | Autonomous Agents | 2022-2025
A 4-agent autonomous system that reduced SOC investigation time from 60 minutes to under 3 minutes. 90%+ RAG accuracy. 1 Patent.
Validated by Forrester, ADC, and AWS with 166% ROI.
AIble | Enterprise AI | AutoML | 2018-2019 (pre-ChatGPT)
A 6-person startup beat IBM Watson, SAP, Microsoft, and DataRobot by building AI that optimizes for ROI, not accuracy.
First product in Gartner Summit history to sell directly from the booth. $100M+ valuation in 90 days.
GE Digital (BHGE) | Industrial IoT | Oil & Gas | 2017-2018 (pre-ChatGPT)
5 years of R&D couldn't crack it. One uncomfortable question reframed the dead product to the highest pre-sales in GE Digital history. Now Baker Hughes' flagship PCM platform, still running 7 years later. Verdantix 2024 Green Quadrant Leader. SGS Strategic Alliance Partner.
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Sumo Logic
4-Agent Autonomous Security Investigation Platform → Production multi-agent system with autonomous learning loop. Sub-3 minute agentic MTTR at enterprise scale. [Featured Case Study]
Metrics Copilot → Context-aware query suggestions preventing overspend on overly broad queries. Saves $2.5M/year in compute costs. Eliminates "blank start" problem with continuous suggestions based on user input and results.
Sumo QL Copilot → Industry-first autocomplete with multi-turn conversation for natural language security queries. 78% reduction in query syntax errors. Shipped to production, serving thousands of queries daily.
Cybersecurity Rules Agentic Assistant → Autonomous SIEM rule creation, translation, and maintenance. Converts analyst intent into production security rules without manual syntax.
Sumo Dojo → Slack-based investigation assistant enabling SOC analysts to query security data conversationally without leaving their workflow.
LogicMonitor
AI M&A Integration (Airbrake, Unomaly, Dexda) → Led AI product evaluation and integration strategy for 3 acquisitions. Assessed ML algorithms, architecture, and ROI multipliers. Contributed to $150M ARR growth. Financial Times Americas' Fastest Growing Companies 2023.
Log Anomalies (LM + Unomaly) → Integrated Unomaly's ML-powered anomaly detection into unified observability platform. Automated identification of unusual patterns across log data at scale.
Alert Grouping & Noise Reduction (LM + Dexda) → Integrated Dexda's predictive fault detection to correlate and suppress alert storms. Reduced alert fatigue for IT operations teams.
AI-Driven Dynamic Alert Rules → Adaptive ML modeling that automatically adjusts alert thresholds based on historical patterns. Eliminates manual threshold tuning.
Cisco
$3.7B AI M&A Analysis (AppDynamics) → Built internal observability platform that validated AppDynamics acquisition decision. Participated in executive acquisition discussions demonstrating product-market fit.
Security Rule Creation with Microsoft Bot → Pre-ChatGPT NLP copilot (2016) enabling conversational security rule creation using Microsoft Bot Framework + LUIS.
Slack-Based Investigation Assistant → Pre-ChatGPT conversational analytics in Slack. Natural language queries against security data without leaving team communication flow.
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NovusBio
AI-Driven Search → Intelligent product search for life sciences research supplies. ML-powered image selector, relevance ranking and recommendation engine for antibodies, proteins, and research reagents.
Chemical Abstract Service (CAS)
SciFinder → Flagship ML-driven chemical reaction search. Complete UI leveraging ML features for researchers and chemists. Repeat business engagement. Still operating 10+ years later.
Methods & Protocols → ML-driven text extraction with pivot points, filter selection, and text markup. First of its kind in scientific publishing. Automated identification of experimental procedures from literature.
Patent Search → AutoML-driven search features for chemical patents. Intelligent query expansion and relevance ranking for IP research.
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Intuit
AI Document Scan Framework → Created unified AI-powered document scanning architecture for checks, W2s, paychecks, and other financial documents. Foundation for all Intuit mobile scanning features.
6 Featured App Store Apps → Shipped AI document scanning across Mint, QuickBooks, and 4 additional apps. Featured in App Store and Play Store. Mint reached 20M+ users.
USAA
Mobile Check Scanner → Industry's first-ever check scanner workflow for mobile devices. Pioneered document scanning accessibility for disabled veterans. #1 banking app in Google Play Store serving 11M+ military members.
Wells Fargo
Mobile Check Scanner → Check scanning workflow leveraging proven AI document recognition framework. Extended mobile deposit capabilities to retail banking customers.
Prontis.de
AI-First Insurance Platform → AI product strategy and leadership advisory for German insurance startup. Designed AI-native workflows for policy management and claims processing. (Pre-launch)
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Aible
No-Code AutoML Platform → Employee #6. Head of AI Experience Strategy. Led product strategy for business-impact-focused AutoML that optimized for ROI instead of accuracy. Shipped concept to GA in 90 days through 30+ rapid prototyping iterations. 6 patents filed. First product in Gartner Summit history to sell directly from the booth. Gartner Cool Vendor 2019. $100M+ valuation within 3 months of launch. [Featured Case Study]
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Cisco
Smart Meter → IoT monitoring for smart energy metering infrastructure. Real-time device health and usage analytics.
Project Bahamas → Smart device monitoring platform. Centralized visibility across distributed IoT deployments.
GE Digital (BHGE)
Corrosion Manager → Rescued dormant industrial AI product with zero traction. Repositioned value proposition in 24 weeks: pivoted from "predict pipe failure" to "extend asset life." Generated $42M pipeline from single conference — highest pre-sales of any GE Digital product. 6 patents filed. [Featured Case Study]
LNG Acid Gas Reduction System → Reframed AI-driven human operator replacement as "blind spot indicator" — augmenting operators rather than replacing them. Shifted customer perception from threat to tool.
Smart Alerts Propagation → BP flagship deployment. Intelligent alert correlation and escalation for industrial operations. Reduced noise while ensuring critical events surface immediately.
WaterBit
Smart Irrigation Platform → Flagship precision agriculture product using soil sensors and weather data to optimize water usage. Automated irrigation scheduling for commercial farms.
Soil Modeling → ML-driven soil moisture prediction combining sensor data, weather forecasts, and crop requirements. Enables proactive irrigation decisions.
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Aurora Health
AI Patient Assistant → Pre-ChatGPT Microsoft Bot Framework assistant for patient intake. Identifies appropriate doctor specialty, books appointments, provides urgent care directions, and answers procedure questions. Conversational healthcare navigation without human staff.
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Associated Press
AP Video Search → AI-driven video thumbnail extraction enabling journalists to see clip contents at a glance without watching. Made creative professionals 100X more efficient at searching video archives. Won 2 FOCAL Awards. YouTube adopted the same approach 5 years later. Still in production 10+ years later serving global news organizations.
Europe's Leading Online University (Confidential)
AI Strategy Advisory → Executive leadership advisory on agentic AI strategy. Designed and guided rollout of AI system for student support. Successful deployment.
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Osterhout Design Group (ODG)
Enterprise Smart Glasses AR Interface → Designed AR/HUD interface for R-7 rugged smart glasses used by military and law enforcement. Hands-free situational awareness displaying maps, biometric data, thermal imaging, and repair guides in field of vision. Enabled remote assistance, training, and tactical operations for defense and industrial applications.
GE Digital (BHGE)
Industrial Smart Helmet → Designed AR/HUD interface for industrial field workers. Hands-free access to maintenance guides, equipment diagnostics, and remote expert assistance. Enables technicians to view schematics and real-time data while working on oil & gas infrastructure.
What can 16 years of AI experience do for you?
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