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Engineering Discipline

AI / Platform Integration Architecture.

Enterprise RAG architectures, voice agent CRM integrations, and custom LLM fine-tuning tailored for proprietary internal knowledge bases.

Specialized Domains

Explore architectural blueprints and technical deliverables for each domain.

Hybrid vector search, contextual chunking, and semantic reranking.

Enterprise RAG Architecture

Multi-index retrieval-augmented generation systems utilizing pgvector, Pinecone, or Milvus with sub-millisecond retrieval speeds and zero hallucinations.

Core Deliverables
  • Hybrid lexical + vector search pipeline with Cohere / BGE rerankers
  • Automated document ingestion and vectorization workers
  • Hallucination mitigation filters and source citation verification
pgvectorLangChainLlamaIndexFastAPIPostgreSQL 16
Bi-directional telephony sync with enterprise customer data platforms.

Voice Agent CRM Sync

Bridge conversational phone agents directly into Salesforce, HubSpot, or custom SQL databases with real-time pre-call context injection and post-call updates.

Core Deliverables
  • Pre-call caller lookup and dynamic prompt personalization
  • Post-call webhook streaming with structured JSON summaries
  • Automated lead status transitions and task assignment
Retell AIVapiSalesforce APIHubSpot APIPostgreSQL
Domain-specific model optimization, LoRA adapters, and quantization.

Custom LLM Fine-Tuning

Fine-tune open-weights models (Llama 3, Mistral, Qwen) on proprietary corporate datasets with custom evaluation rubrics and quantized inference acceleration.

Core Deliverables
  • Dataset cleaning, synthetic generation & instruction formatting
  • QLoRA / LoRA parameter-efficient fine-tuning pipelines
  • Model quantization (GGUF, AWQ, FP8) for edge / local deployment
PyTorchHugging FaceUnslothvLLMDocker
Transparent Scoping

5 Standardized Engagement Packages

Choose the package structure that aligns with your engineering timeline and scope.

starter

Starter

Targeted scope or single focused feature / pipeline.

1–2 Weeks Delivery
  • 1 core automated workflow or standalone integration
  • Robust API webhook connectors with error handling
  • Full test suite & environment verification
  • Deployment documentation & walkthrough video
growthMost Popular

Growth

Complete production build for scaling systems.

3–4 Weeks Delivery
  • End-to-end multi-step automated architecture
  • Vector RAG or relational database synchronization
  • Full-stack Web or Desktop application MVP
  • Telemetry dashboards, logging & alerting hooks
proEnterprise

Pro

Advanced enterprise platform with complex multi-agent orchestration.

6–8 Weeks Delivery
  • Multi-agent autonomous systems with memory & tool-use
  • High-throughput async APIs with sub-500ms response targets
  • Custom LLM fine-tuning or specialized vector retrieval
  • Enterprise SLA, role-based access & security audit hardening
hourly

Hourly / Dedicated Hire

Flexible technical muscle for ad-hoc tasks, ongoing sprints, or maintenance.

Immediate / Flexible Onboarding
  • Direct engineer allocation on an hourly or dedicated basis
  • Daily standups, asynchronous PR reviews & Git commits
  • Bug fixing, performance audits & legacy refactoring
  • Zero long-term lock-in — scale up or down on demand
custom

Custom Offer

Fully tailored offer based on specific project requirements and compliance.

Tailored Engineering Roadmap
  • Custom architectural blueprint for mission-critical operations
  • Air-gapped on-premise or sovereign cloud deployment
  • Dedicated high-concurrency worker cluster allocation
  • Custom compliance review (HIPAA, GDPR, SOC2) & enterprise SLA
Zero-Risk Engineering Commitment

Free Services Included with All Service Packages

Every client project, regardless of tier, automatically receives these comprehensive complimentary engineering services:

Free Technical Exploration & ConsultationBefore Project Starts (100% Free)

Full technical discovery, architecture review, and feasibility analysis at zero cost before any contract or billing.

14 Days Post-Monitoring & Free ServicesAfter Deployment (14 Days Dedicated)

Dedicated telemetry monitoring, error tracking, and bug-fix warranty support for 14 days following production deployment.

Explore your requirements with our lead architects before starting.

Schedule Free Exploration
AI / Platform Integration Services | Rimnex