Custom AI integration — MCP Powered + LLM Integration

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About this service

Summary

A production-ready “AI base layer” added to any existing app/website/custom software that enables:
RAG search over your private data (docs, DBs, tickets, CRM).
Agentic workflows via MCP (Model Context Protocol) tools to safely call your systems (e.g., create order, schedule meeting, query inventory).
Structured AI features (assistants, summarization, extraction, autofill, drafting, Q&A) with guardrails, evals, and observability.
Provider-agnostic LLM orchestration (OpenAI, Anthropic, Gemini) with fallbacks, caching, and cost controls.

Process

After 10 minutes meeting call, will signed the project contract NDA thought Contra then an advance upfront from %5 to %10 based on the client choices to confirm the project development process. Notice: Advance will be as deposit and as I setup the first scope then will released to the next scopes ! All your funds deposited is handled by contra if its happen any problem or dispute you can refund even your money as my values working with my clients.

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.

Recommendations

(5.0)

Scott Schwertly • Coelle

Client • Oct 4, 2025

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!

Dalia Alnsari

Client • May 25, 2025

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.

ICNA Dawah • ICNA Dawah

Client • May 4, 2025

ICNA Dawah at ICNA Dawah hired Imad and recommends working with them

ICNA Dawah at ICNA Dawah hired Imad and recommends working with them


Client • Apr 23, 2025

Ulf Kossol • Strengthmaker UG

Client • Sep 4, 2024

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!

Gillian Benisti

Client • Aug 31, 2024

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 !

Hamid El Garroudi

Client • Apr 23, 2024

Excellent


Skills and tools

AI Automation

AI Developer

AI Engineer

Claude

Claude

Google Gemini

Google Gemini

OpenAI

Industries

Artificial Intelligence
Banking & Loans
Business Management