Sara Benali, ai application engineer

Sara Benali

AI Application Engineer

Casablanca, Morocco · Africa/Casablanca (UTC+1) · 6 years of experience

Sara focuses on shipping dependable AI product experiences from typed APIs through production UX.

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Why this profile fits

Product-quality AI UX

Builds responsive, accessible interfaces that make uncertainty, sources, progress, and recovery understandable.

Typed model contracts

Uses structured outputs, validation, regression tests, and fallbacks to keep model behavior inside the application contract.

Full-stack ownership

Ships the interface, service, data path, observability, and deployment as one operable product.

Relevant toolkit

TypeScriptReactNext.jsPythonFastAPI

Delivery evidence

Selected work

Bilingual Case Workspace

public services

Designed and delivered a customer-facing AI application focused on case-management applications; reduced case summary preparation by 48% with bilingual Arabic and French evidence linking. The release included accessible UX, typed model contracts, regression tests, observability, and cost-aware deployment.

TypeScriptReact

Evidence Summary Review Tool

public services operations

Built the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.

TypeScriptPython
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Relevant experience

Career timeline

AI Application Engineer

2024–Present

Devlyn client assignments · Remote

  • Led case-management applications delivery for a public services team and reduced case summary preparation by 48% with bilingual Arabic and French evidence linking.

Software Engineer, AI Application

2021–2023

public services product company (confidential) · Casablanca, Morocco

  • Built production systems in public services, with increasing ownership of reliability, testing, and stakeholder delivery.

Skill depth

Show experience in context.

VerbalCommunicationDomainUnderstandingProblemSolvingCodeQualitySystemDesignDeliverySpeed
Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

TypeScript6 years
React5 years
Next.js4 years
Python3 years
FastAPI6 years
LLM APIs5 years
See the complete skill index

Languages

PythonTypeScriptSQLBash

Frameworks

ReactNext.jsPythonNode.jsPostgreSQLPydantic

Tools

PlaywrightDockerOpenTelemetryGitHub ActionsDocker

Platforms

AWSGoogle CloudAzureVercel

Storage

PostgreSQLRedispgvectorS3

Paradigms

Product engineeringStreaming UXStructured outputsEvaluation-driven releases

Credentials

Certifications

Databricks Certified Generative AI Engineer Associate

Databricks · 2026 · Certified

Certified Kubernetes Application Developer

Cloud Native Computing Foundation · 2025 · Certified

Communication

Languages

English

Fluent

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