Generative AI

From strategy to executing end-to-end GenAI services, we accelerate your growth and unlock new opportunities

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Generative AI

From strategy to executing end-to-end GenAI services, we accelerate your growth and unlock new opportunities

With over 8 years of delivering cloud‑native, data‑driven solutions, KnackForge’s Generative AI practice empowers organizations across industries to unlock real business value. From strategic GenAI consulting and custom AI‑agent development to end‑to‑end workflow automation and implementation on AWS, Databricks, or open‑source platforms, we ensure every solution drives measurable ROI.

How we help you

GenAI Consultation, Agents Development and Support

Empower your business with cutting-edge AI solutions tailored to your needs. Our expertise in AI agent development and Generative AI consultation ensures that you harness the full potential of AI to drive efficiency, automation, and innovation. From building intelligent virtual assistants to providing strategic AI guidance, we help you navigate the evolving AI landscape with confidence.

Knackforge GenAI Consultation

Develop a comprehensive AI strategy aligned with your business goals to drive scalable and impactful AI adoption. With expert guidance on integration, training, and change management, successfully implement AI across your organization to unlock its full potential and ensure sustainable transformation.

Knackforge AI Agents Development & Support

Design and deploy intelligent AI agents that automate tasks, enhance customer interactions, and streamline business processes.

Comprehensive AI Service Offerings

KnackForge delivers comprehensive generative AI solutions aligned with research-backed best practices. We provide services such as Retrieval-Augmented Generation (RAG), end-to-end LLMOps, automated AI workflows, explainable AI, and responsible AI governance to maximize innovation and ROI.

Knackforge Retrieval‑Augmented Generation (RAG) Services

Integrate your proprietary data with cutting‑edge LLMs to deliver accurate, context‑aware responses. We build vector indexes, apply advanced chunking strategies, and support hybrid retrieval (cloud + on‑prem) to balance relevance, latency, and cost.

Knackforge End‑to‑End LLMOps Platform

Automate the entire model lifecycle-from data preparation and fine‑tuning through deployment, monitoring, and retraining. Our LLMOps pipelines (on AWS, Databricks, or OSS stacks) include CI/CD integration, drift detection, and performance dashboards to ensure production reliability.

Knackforge LLM‑as‑a‑Judge Evaluation

Before production rollout, we run automated “judge” assessments-testing candidate models and prompts on correctness, safety, bias, and user experience. This ensures you select the optimal model for your workload and guard against hallucinations or compliance risks.

Knackforge AI Workflow Automation

Reduce developer effort with visual workflow builders and auto‑generated code. Whether using AWS Step Functions, Databricks Jobs & DLT, or open‑source orchestrators (LangFlow/OAP), we embed hooks for real‑time observability and error handling.

Knackforge Responsible AI Governance

Implement a comprehensive governance framework with audit trails and access controls-we ensure transparency, accountability, and regulatory compliance.

Knackforge SME AI Adoption Framework

Guide smaller organizations through their AI adoption journey: leadership education, general‑purpose AI pilots, task‑specific POCs, custom development, and fine-tuning. Each phase includes change‑management support and clear ROI metrics.

Knackforge Enterprise AI Architecture

Design layered, modular AI systems that separate ingestion, orchestration, agent, and interface layers. We leverage best‑practice patterns-whether on AWS (Lambda/SageMaker), Databricks (Lakehouse + Unity Catalog), or custom open stacks-to ensure scalability, security, and seamless integration.

Knackforge Hybrid & Cost‑Optimized Deployment

Tailor deployment across cloud, on‑premises, and edge to meet data‑residency, latency, and budget requirements. We implement cost controls (spot instances, model gardens, caching) and hybrid inference strategies to maximize performance per dollar.

Service Pillars: AWS, Databricks & Open‑Source GenAI

Below is a comparison of our Generative AI service pillars side‑by‑side to find the perfect fit for your cloud strategy, data ecosystem, and budget-whether you’re all‑in on AWS, riding the Databricks wave, or building on open‑source freedom.

Service PillarApplicabilityKey Services
AWS Focused AI ServicesBest for organizations already invested in AWS, seeking managed foundation models, tight integration with AWS data/compute services, and rapid timetovalue.
  • Amazon Bedrock & SageMaker integration
  • Fully managed LLMOps (CodePipeline, CloudWatch)
  • AWS-native RAG (Kendra/OpenSearch)
  • Payasyougo cost controls and Savings Plans
Databricks Focused AI ServicesIdeal for enterprises using the Databricks Lakehouse to unify data and analytics, wanting builtin MLflow MLOps, Delta Live Tables, and Unity Catalog governance.
  • Lakehousenative RAG with incluster vector indexing
  • MLflowdriven model registry & CI/CD
  • Delta Live Tables for workflow automation
  • Unity Catalog for data/model governance
  • Autoscaling clusters and multicloud flexibility
Open Source Focused AI ServicesSuited to costsensitive or highly customized projects, and teams that prioritize flexibility, transparency, and control over licensing.
  • LangChain/LangFlow/OAP for agent orchestration
  • Redis/FAISS vector stores
  • LiteLLM/OpenWebUI inference
  • OSS MLOps (Kubeflow, BentoML) pipelines
  • Full hybrid/edge deployment on any infra
  • Communitydriven model gardens and quantization/pruning for cost efficiency

Our expertise in Generative AI

Agent Orchestration

LangChain & LangGraph, CrewAI

LLM Models

GPT 4.1, GPT 4-o, Claude 3.5, LLaMA 4, Gemini 2.5

LLMOps

LiteLLM, MLOps, Langfuse, LangSmith

Why Partner With Us?

We help businesses move beyond AI hype to real-world impact, enabling growth, efficiency, and competitive advantage.

Knackforge

Proven Track Record

Our AI consultants bring a full spectrum of Generative AI skills, with a deep understanding of real-world applications.

Knackforge

Enterprise-Ready GenAI Accelerators

Accelerate AI adoption with our purpose-built solutions for enterprise search, knowledge management, software development, and other critical workflows.

Knackforge

End-to-End Support & Expertise

From strategy to deployment and post-implementation success, we ensure your AI solutions are cutting-edge, scalable, and aligned with your business goals.

Still undecided about our GenAI consulting services?

Here is our take on some of the common questions.

Generative AI matters now more than ever for several compelling reasons. First, AI is here and now; it has transitioned from a futuristic concept to an essential business tool. If generative AI is not a priority for your company today, it surely is for your competitors, putting you at a potential disadvantage. Second, while 2023 was characterized by proof of concepts (PoCs) in generative AI, 2024 marks the transition into production, and 2025 is anticipated to be the year of significant value creation from these technologies. Companies that lay the groundwork now will be poised to reap substantial rewards soon. Finally, businesses focusing their AI investments on specific areas rather than spreading themselves thin across multiple PoCs are seeing an astounding 2.1x return on investment, outperforming their expectations. This focused approach not only amplifies their impact but also allows them to leverage generative AI to drive efficiency, innovation, and growth in their operations.

Generative AI can enhance productivity, automate repetitive tasks, create personalized customer experiences, and unlock new revenue streams. Whether you’re looking to streamline operations, generate insights from data, or develop AI-driven applications, we tailor solutions to your industry and business goals.

We take a phased approach, assessing your current infrastructure, identifying high-impact AI use cases, and seamlessly integrating AI models into your workflows. Our GenAI consultants ensure compatibility with your cloud, data, and security requirements-whether you’re starting small or scaling enterprise-wide.

Engage in our straightforward 1-2-3 AI adoption process:

  • AI Adoption Canvas Brainstorming: Join us for a focused 90-minute workshop to identify critical business issues suitable for AI solutions.
  • AI Adoption Proposal: Receive a detailed 3-month AI adoption plan with a vision for the future. After delivering measurable AI value in three months, consider extending the partnership for long-term engagement.
  • AI Canvas Dashboard: Utilize our proprietary dashboard to track progress and success in your AI journey.

Remember - You own all your data, ensuring data privacy & security when you build your AI capabilities with our services.