Andrei Villanueva
Forward-Deployed Engineer
Cebu City, Philippines · UTC+8 · 3 years of experience
Andrei focuses on taking enterprise AI integrations from pilot to production and daily use.
Request a shortlistWhy this profile fits
Enterprise CRM and ERP integration
Connects AI features to systems such as Salesforce, Dynamics, SAP, internal APIs, and operational data.
Customer-embedded delivery
Works inside the client environment, turns unclear requirements into a shipped workflow, and closes the last-mile gap.
Production governance
Builds observable services, approval gates, access boundaries, and a rollout path teams can operate.
Relevant toolkit
Python
TypeScript
PostgreSQL
React
DockerDelivery evidence
Selected work
Tenant-Aware AI Assistant
B2B HR-tech SaaSBuilt an in-app assistant that answers employee-policy questions per tenant, isolating each customer's documents with row-level security in Postgres and pgvector. Streaming responses over Server-Sent Events cut perceived latency to under 400ms, and the feature reached 70% weekly active usage among pilot tenants within two months.
Generative Document Intake Pipeline
Logistics SaaS scale-upDesigned a document-extraction pipeline that turns unstructured shipping paperwork into validated JSON using Claude structured outputs and a retry-and-repair loop. Deployed to 40-plus tenants behind feature flags, it processed 12,000 documents a month and cut manual review time by 63% while holding 98.5% accuracy.
Relevant experience
Career timeline
Forward-Deployed Engineer
Feb 2024–PresentDevlyn (client-embedded) · Remote, Cebu City, Philippines
- Embedded full-time inside client product teams to ship multi-tenant AI features, owning workstreams from discovery through production rollout across three B2B SaaS engagements.
Associate Software Engineer, AI Features
Aug 2022–Jan 2024A B2B logistics SaaS platform · Remote, Cebu City, Philippines
- Delivered the first generative features for a multi-tenant logistics platform serving 300-plus business customers, integrating Claude and GPT APIs into a Python and React stack.
Junior Full-Stack Developer
Jan 2022–Jul 2022A digital product studio · Cebu City, Philippines
- Built full-stack features for early-stage SaaS clients using React, Node.js, and Postgres, shipping to production within one-week sprint cycles.
Hiring this role?
See how Andrei fits the Forward-Deployed Engineer role.
Skill depth
Show experience in context.
Relevant experience by skill
See the complete skill index
Languages
Frameworks
Libraries/APIs
Tools
Paradigms
Platforms
Storage
Other
Education
Formal background
BS, Computer Science
University of San Carlos · 2018–2022 · Cum Laude
Credentials
Certifications
Salesforce Certified Platform Developer I
Salesforce · 2022 · Certified
AWS Certified Solutions Architect – Associate
Amazon Web Services · 2025 · Certified
Communication
Languages
English
Fluent
Filipino
Native
Cebuano
Native
More examples
Similar Forward-Deployed Engineer profiles.
Rohan Deshpande
Senior Forward-Deployed Engineer
Senior forward-deployed engineer who has spent 13 years shipping enterprise software, the last 3 embedding AI directly into CRM and ERP systems.
PythonTypeScript
Claude API
OpenAI GPT API+8
Marcin Zieliński
Senior Forward-Deployed Engineer
Senior forward-deployed engineer specializing in customer-facing copilots, with 11 years shipping AI product end to end.
PythonTypeScriptClaude & GPT APIsRetrieval-Augmented Generation+6
Rafael Cardoso de Souza
Senior Forward-Deployed Engineer
Senior forward-deployed engineer who embeds inside operations teams and ships internal automation from prototype to production.
PythonTypeScriptClaude & GPT API Integration+8