Custom AI integration — MCP Powered + LLM Integration
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About this service
Summary
FAQs
Are you open for any kind technologies to work with?
Yeah based on my expertise I'm already worked on the main ones that I can easily work on others.
Is it possible to integrate on custom hardware ?
Yes, because I'm not serving here software development services but also Hardware that is my next focus market industry especially AI Hardware New generation will come soon.
How about testing units ?
Testing is the most and main phase in whole project and in the product because is the key I know the quality and future of the product ! So I'm working in all standard and making easy and fully to ensure all workflows working together properly.
What's included
Use cases concept
- Full Product concept details with all the requirements needed. - Success metrics (accuracy, latency, CTR, resolution rate).
Data Connect & Index (RAG)
- Connectors: Firestore/SQL, S3/GCS, Notion, GDrive, CMS,... - Pipeline: normalization → PII redaction → chunking (semantic + headings) → embeddings → hybrid index (vector + keyword). - Vector store options: pgvector, Pinecone, Weaviate, Qdrant.
MCP Tooling Layer
- Implement MCP servers exposing business actions (examples: orders.create, calendar.findSlots, tickets.search, inventory.get). - AuthZ via service tokens/JWT; per-tool scopes; input/output JSON Schema validation.
LLM Orchestration & Guardrails
- Prompt packs (system+task), tool-calling, JSON-only responses, re-ranking, grounding checks. - Caching (Redis), rate limiting, sensitive-data filters, profanity/PII classifiers.
Evaluation & Monitoring
- Golden datasets + regression tests (offline). - Online metrics: acceptance rate, correction rate, cost/req, p95 latency; traces in Langfuse/OpenTelemetry.
Deployment & SDKs
- Infra: Vercel/Cloud Run/Kubernetes; IaC (Terraform),... - SDKs: Flutter/React Native, Swift/Kotlin, JS/TS (Next.js), Python; REST/gRPC endpoints or any SDK you prefer to work on. - Runbooks + dashboards; feature flags for gradual rollout.
Security & Compliance (On negotiation!)
- SSO (OAuth/SAML), per-tenant encryption, Row-Level Security where applicable. - Redaction on ingest + response filters; audit trails for tool calls. - Cost ceilings and rate limits per user/tenant.
Measurable Outcomes (On negotiation!)
• ≥X% deflection of support tickets via AI replies. • ≤p95 latency budget for search/answer. • ≥Y% accuracy on golden evals; continuous regression gating in CI.
Packaging (client-friendly) + End to End product
- Deliverables: Architecture doc, infra code, MCP servers, AI gateway, pipelines, SDKs, dashboards, eval suites, runbooks. - Handover: Admin panel (+ feature flags), cost dashboards, playbooks for new use-cases.
Example projects
Recommendations
(5.0)
Client • Nov 16, 2025
Recommended
Great experience, Imad helped me in more ways than i could imagine. From marketing strategies to new features that made my app way better than i could’ve ever hoped for. Highly recommend him!
Client • Nov 2, 2025
Recommended
Great work and engagement.
Client • Oct 4, 2025
Recommended
Imad has been great to work with throughout this entire project. I appreciate his communication, responsiveness, and work ethic. He's someone I trust and can rely on. Highly recommend!
Client • May 25, 2025
Recommended
I worked with Imad on a mobile app prototype, and he delivered a solid, functional version that met our needs. He even added valuable extra features beyond the original scope. His effort and dedication were clear throughout. I’m currently waiting for the control panel and look forward to finalizing the project. Imad has been professional and responsive, and I truly appreciate his contributions.
Client • Sep 4, 2024
Recommended
I had the pleasure of working with Imad during the initial phase of the Strengthmaker development, and I highly recommend him. His quick grasp of concepts and deep expertise in Flutter were crucial to the project’s progress. Imad is not only a skilled software developer but also has an impressive sense for business, making him a valuable asset at any stage of the project. He is always polite and courteous, which made working with him a great experience. Anyone collaborating with Imad can expect!
Client • Aug 31, 2024
Recommended
Imad est un collaborateur génial. Il est à l’écoute et est très professionnel. Autant pour le back le front et les configuration. Il sait tout faire ! Je recommande vivement de travailler avec lui !
Client • Apr 23, 2024
Recommended
Excellent
Skills and tools
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