SofIA - Your Ally in Canada Phase I - (May-Jun 2026)

Summary

Objective

Latino newcomers often arrive in Canada with strong professional backgrounds but face a specific emotional barrier: fear and overwhelm around professional conversations in an unfamiliar culture. The goal was not to build another job board or resource directory, but to address the emotional and practical gap between knowing networking matters and actually doing it, in the user's own language, at their own pace.

What SofIA does

• Guides users through preparing for and reflecting on professional conversations ("coffee chats")
• Tracks contacts and follow-ups so nothing falls through the cracks
• Helps users set career goals with encouraging progress tracking from onboarding to job offer
• Surfaces regional newcomer resources tailored to the user's city
• Responds naturally in English or Spanish based on user preference
• Provides a web dashboard for reviewing contacts, progress, and conversation history

What SofIA explicitly does not do: replace mentors or career coaches, answer immigration questions, or substitute for mental health support.

Solution Architecture:

Component	Type	Role
Webhook Router	API	Receives incoming WhatsApp messages via Twilio, validates requests, routes to conversation handler
Claude Agent	Agent	Conversation orchestration, response generation, bilingual tone management, boundary enforcement
Session Manager	Service	User state persistence, onboarding flow control, conversation continuity across sessions
Contact Tracker	Service	Logs professional connections, records conversation outcomes, surfaces follow-up reminders
Goal Engine	Service	Career milestone tracking from onboarding through job offer, progress summarization
Web Dashboard	Frontend	Jinja2-rendered user profile, contact history, and learning records — accessible via browser
Langfuse Observer	Utility	LLM tracing, evaluation scoring, and quality monitoring across all production conversations
Firestore DB	Database	Persistent storage for user profiles, conversation history, contacts, and goal state

User Research:

9 in-depth interviews with Latino newcomers in Canada: 5 still navigating their job transition (Track A), 4 who had successfully transitioned to roles in their field (Track B). Participants came from Colombia, Peru, Mexico, and the Dominican Republic, with backgrounds in healthcare, academia, engineering, law, and technology.

Key findings:

• All 9 participants arrived with the wrong mental model of professional outreach, the LATAM model (networking = who can get you the job?) vs. the Canadian model (networking = visibility over time). Not one had been explicitly taught the difference. One participant executed 20 conversations in 30 days after receiving a single clear explanation.
• 7 distinct forms of the "I don't want to bother them" barrier emerged across participants, from cultural inhibition and cold outreach fear, to social anxiety developed in Canada, to a specific block around asking for help from warm contacts after the connection is already made.
• 3 of 5 still-searching participants attended professional events, collected LinkedIn connections, and never sent a follow-up message, believing attendance was the work. The relationship starts after the event, not at it.
• Emotional sustainability was the unanimous #1 gap for participants inside an active search: "La parte de la carga emocional es la más importante — sin energía para seguir, el resto pierde importancia." — P3
• All 4 participants who had successfully transitioned credited volunteering, informal mentorship, or sustained community involvement (not job boards), as the primary path to landing their role.