Services

AI & LLMs

Leverage the power of AI and LLMs to enhance your applications and drive initiation. We design secure, private, and domain-specific AI systems — including on-premises or hybrid deployments — fine-tuned on your own data within your own infrastructure.

1
Opportunity Discovery
Goal: Understand the business case for AI and define high-value use cases.
- Facilitate workshops to map out pain points and inefficiencies
- Identify tasks suitable for AI augmentation (classification, generation, retrieval)
- Evaluate feasibility based on data availability and complexity
Deliverables:
- AI Opportunity Map
- Feasibility & ROI Brief
- Use Case Prioritization Matrix
2
Data Strategy & Preparation
Goal: Ensure clean, structured, and accessible data for fine-tuning or retrieval-based AI.
- Audit existing data sources (structured, unstructured, semi-structured)
- Define data labeling and augmentation strategies
- Establish secure data pipelines with validation
Deliverables:
- Data Inventory & Access Plan
- Data Cleaning Scripts
- Labeled Dataset Samples
3
Model Selection & System Design
Goal: Select appropriate LLMs and design the system architecture.
- Evaluate open-source, proprietary, and hosted LLMs (e.g. Mistral, Ollama, OpenAI, Claude)
- Design for on-premises or private deployment if needed
- Define integration points and fallback logic
Deliverables:
- Model Evaluation Summary
- System Architecture (LLM-centric)
- Inference Strategy & Latency Plan
4
Iterative Model Integration
Goal: Integrate the AI model into workflows and refine based on user feedback.
- Develop APIs or middle layers for model invocation
- Embed into business flows and user interfaces
- Collect user feedback and refine prompts or RAG components
Deliverables:
- Working API or Component Integration
- Prompt Library or RAG Templates
- UX Feedback Summary
5
Evaluation & Safety Testing
Goal: Test for quality, bias, hallucination, and guardrail compliance.
- Create automated and manual evaluation suites
- Perform red-teaming and edge case exploration
- Define fallback/override mechanisms and escalation paths
Deliverables:
- Evaluation Reports
- Safety Checklist & Fixes
- Bias Mitigation Notes
6
Deployment & Monitoring
Goal: Deploy with observability, privacy, and compliance controls in place.
- Deploy via containerized or air-gapped infrastructure (on-prem/cloud hybrid)
- Enable prompt-level logging and performance tracking
- Implement user behavior monitoring for feedback loops
Deliverables:
- Deployment Plan
- Monitoring Dashboard (tokens, latency, usage)
- Data Privacy Compliance Checklist
7
Continuous Learning & Iteration
Goal: Improve model relevance, responsiveness, and impact over time.
- Collect post-launch usage data and feedback
- Fine-tune models on updated or domain-specific data
- Plan for feature evolution and retraining schedule
Deliverables:
- Fine-Tuning Roadmap
- Feature Backlog & User Suggestions
- Retraining Schedule

Services

Solutions Architects

Your business needs and goals come first before any technology. Let’s work together to understand what is possible for your business and create a solution that meets your needs.

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Application Development

Your internal and client-facing web and mobile applications, developed by experts. From idea to deployment, we handle the entire development process.

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Automations

Streamline and automate many parts of your unique business processes and workflows with software.

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Integrations

We can help you integrate your existing systems and applications to work together seamlessly internally or with external, third-party systems.

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Hosting, DevOps & Cloud

We build cloud infrastructure that ensures scalability, performance, security, and reliability for your applications.

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AI & LLMs Applications

Leverage the power of AI and LLMs. We can build AI & LLM applications that enhance your business processes, customer interactions, and data analysis.

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Ad Hoc Development and Support

Need a quick fix or a small feature? We can help with that too. Our team is available for ad hoc development and support to keep your systems running smoothly.

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WhatsApp Integration

Integrate WhatsApp Business API with AI-driven solutions to enhance customer communication, automate workflows, and drive engagement.

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Need a tailored solution? Let’s build your agile, scalable software together.

Whether you need solutions architecture, app development, integrations, automation, hosting, or AI-powered systems, we assemble custom teams to accelerate your vision with Agile delivery.