LegalTech / Immigration
02
Manifest OS
AI-assisted immigration platform
Manifest Law12/2025 – 04/2026 · ~5 months · Full-stack engineer (AI feature integration)
Team
~20 engineers across 4 teams · platform, AI, full-stack
Location
New York, USA · remote
Language
English · EU & US
Methodology
Scrum · autonomous · with PM and design
Responsibilities
- Production AI enrichment of initial legal consultation leads (HubSpot, Cal.com, Bluedot): recordings are transcribed, passed to the OpenAI integration through a webhook and a BullMQ queue, and written back into the core systems in structured form — the basis for more efficient case handling.
- AI-assisted evidence processing: uploaded case documents are analysed, classified and consistently named automatically.
- Consolidation of four portals (B2B, B2C, lawyer, ops) into a single “B2X” portal — in a team of four engineers, focusing on the full-stack migration of the B2B and ops areas.
- Introduction of application-wide event tracking (Amplitude) as the data foundation for product and data analytics.
- Resilience of the event-driven services (NestJS, BullMQ): retry strategies, idempotency and defined behaviour when the AI and transcription services fail.
Outcome
- AI features running in production: consultation leads and case documents are enriched, classified and named without manual rework.
- Application-wide event tracking established as a shared data foundation for product and data analytics.
- Refactoring initiatives in the migrated B2B and ops areas: existing structures simplified and geared towards better maintainability.
- According to the provider: more than 3,000 clients, 150+ corporate programmes and up to 15 % higher approval rates than the USCIS average (a team result).
Testimonials
Technologies
TypeScriptPythonNext.jsReactNestJSNode.jsFastifyExpress.jsREST APIWebhooksDTOsBullMQRabbitMQLLM integrationOpenAI APIAnthropic Claude APIModel Context Protocol (MCP)BluedotHubSpotCal.comAmplitudePostgreSQLRedisMikroORMTanStack Querybetter-authJWTDockerLinuxUbuntuGoogle Cloud Platform (GCP)GitHub ActionsCI/CDClaude CodeCursor AICode RabbitLinearFigmaSlackPlaywrightMicroservicesEvent-Driven ArchitectureIdempotencyClean Architecture