Redefining Intelligence via

LangChain

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LangChain

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Build intelligent systems that learn, reason, and adapt. Our AI Engineering Services help you turn data into decisions with models that are precise, efficient, and production-ready.

Redefining Intelligence via

LangChain

P

y

T

o

r

c

h

Build intelligent systems that learn, reason, and adapt. Our AI Engineering Services help you turn data into decisions with models that are precise, efficient, and production-ready.

What Procedure Offers in
AI Engineering Services?

What Procedure offers in
AI Engineering Services?

LLM Model Evaluation

Our experts rigorously evaluate large language models (LLMs) to ensure they deliver accurate, reliable, and efficient results aligned with your specific business goals.

Model Benchmarking & Performance Testing

Benchmark your LLMs against industry datasets to precisely measure accuracy, speed, and scalability, ensuring your models deliver top-tier performance every time.

Model Benchmarking & Performance Testing

Benchmark your LLMs against industry datasets to precisely measure accuracy, speed, and scalability, ensuring your models deliver top-tier performance every time.

Model Benchmarking & Performance Testing

Benchmark your LLMs against industry datasets to precisely measure accuracy, speed, and scalability, ensuring your models deliver top-tier performance every time.

Bias and Fairness Assessment

Detect and address hidden biases in your AI models with deep analysis, ensuring fairness, inclusivity, and ethical outcomes across all your business applications.

Bias and Fairness Assessment

Detect and address hidden biases in your AI models with deep analysis, ensuring fairness, inclusivity, and ethical outcomes across all your business applications.

Bias and Fairness Assessment

Detect and address hidden biases in your AI models with deep analysis, ensuring fairness, inclusivity, and ethical outcomes across all your business applications.

Robustness and Stability Testing

Stress-test your LLM models under diverse, real-world conditions to ensure resilience and stability, so your AI solutions remain reliable across challenges.

Robustness and Stability Testing

Stress-test your LLM models under diverse, real-world conditions to ensure resilience and stability, so your AI solutions remain reliable across challenges.

Robustness and Stability Testing

Stress-test your LLM models under diverse, real-world conditions to ensure resilience and stability, so your AI solutions remain reliable across challenges.

Model Interpretability Analysis

Gain transparency and clarity in your AI outputs with advanced interpretability techniques, making model decisions understandable and building user trust.

Model Interpretability Analysis

Gain transparency and clarity in your AI outputs with advanced interpretability techniques, making model decisions understandable and building user trust.

Model Interpretability Analysis

Gain transparency and clarity in your AI outputs with advanced interpretability techniques, making model decisions understandable and building user trust.

Prompt Engineering

Our skilled engineers are adept in precise and optimized prompt engineering designed to enhance AI performance for clearer, more relevant outputs tailored to your use cases.

Prompt Design and Optimization

Craft highly effective prompts that boost model accuracy and clarity, ensuring your AI delivers precise, relevant, and actionable results every time.

Prompt Design and Optimization

Craft highly effective prompts that boost model accuracy and clarity, ensuring your AI delivers precise, relevant, and actionable results every time.

Prompt Design and Optimization

Craft highly effective prompts that boost model accuracy and clarity, ensuring your AI delivers precise, relevant, and actionable results every time.

Prompt Auditing and Refinement

Analyze and refine your existing prompts to improve consistency and output quality, unlocking better performance from your AI models across all use cases.

Prompt Auditing and Refinement

Analyze and refine your existing prompts to improve consistency and output quality, unlocking better performance from your AI models across all use cases.

Prompt Auditing and Refinement

Analyze and refine your existing prompts to improve consistency and output quality, unlocking better performance from your AI models across all use cases.

Prompt Library Development

Build reusable, business-specific prompt libraries tailored to your needs, streamlining workflows and enabling faster, more consistent AI-driven solutions.

Prompt Library Development

Build reusable, business-specific prompt libraries tailored to your needs, streamlining workflows and enabling faster, more consistent AI-driven solutions.

Prompt Library Development

Build reusable, business-specific prompt libraries tailored to your needs, streamlining workflows and enabling faster, more consistent AI-driven solutions.

Prompt Testing and Validation

Run thorough validation cycles to guarantee your prompts are robust and reliable, ensuring your AI consistently delivers high-quality, dependable responses.

Prompt Testing and Validation

Run thorough validation cycles to guarantee your prompts are robust and reliable, ensuring your AI consistently delivers high-quality, dependable responses.

Prompt Testing and Validation

Run thorough validation cycles to guarantee your prompts are robust and reliable, ensuring your AI consistently delivers high-quality, dependable responses.

Retrieval-Augmented Generation (RAG)

Leverage cutting-edge RAG systems developed by our team, enabling your applications to combine real-time retrieval with generative AI for precise and context-aware responses.

Custom RAG Application Development

Get RAG model LLM solutions tailored to your business needs, combining streaming retrieval and generative AI for relevant, context-aware responses every time.

Custom RAG Application Development

Get RAG model LLM solutions tailored to your business needs, combining streaming retrieval and generative AI for relevant, context-aware responses every time.

Custom RAG Application Development

Get RAG model LLM solutions tailored to your business needs, combining streaming retrieval and generative AI for relevant, context-aware responses every time.

Data Integration and Indexing

Integrate and index your proprietary data in perfect sync, enabling rapid, accurate retrieval and empowering your AI to deliver smarter, data-driven results.

Data Integration and Indexing

Integrate and index your proprietary data in perfect sync, enabling rapid, accurate retrieval and empowering your AI to deliver smarter, data-driven results.

Data Integration and Indexing

Integrate and index your proprietary data in perfect sync, enabling rapid, accurate retrieval and empowering your AI to deliver smarter, data-driven results.

Real-time Contextual Retrieval

Harness real-time data to deliver highly accurate, context-specific AI responses, ensuring your applications stay relevant and effective in every scenario.

Real-time Contextual Retrieval

Harness real-time data to deliver highly accurate, context-specific AI responses, ensuring your applications stay relevant and effective in every scenario.

Real-time Contextual Retrieval

Harness real-time data to deliver highly accurate, context-specific AI responses, ensuring your applications stay relevant and effective in every scenario.

Performance Monitoring and Optimization

Continuously monitor and optimize retrieval augmented generation systems to boost speed and accuracy, ensuring your AI solutions always perform best.

Performance Monitoring and Optimization

Continuously monitor and optimize retrieval augmented generation systems to boost speed and accuracy, ensuring your AI solutions always perform best.

Performance Monitoring and Optimization

Continuously monitor and optimize retrieval augmented generation systems to boost speed and accuracy, ensuring your AI solutions always perform best.

Agents & Agentic AI

Delivering exceptional mobile experiences with specialized tools and frameworks that drive user engagement, loyalty, longevity, and conversions.

Agent Architecture Development

Design and build advanced agentic AI system architectures that enable autonomous decision-making, powering intelligent systems for complex business operations.

Agent Architecture Development

Design and build advanced agentic AI system architectures that enable autonomous decision-making, powering intelligent systems for complex business operations.

Agent Architecture Development

Design and build advanced agentic AI system architectures that enable autonomous decision-making, powering intelligent systems for complex business operations.

Workflow Automation Agents

Automate complex workflows with intelligent agents, reducing manual effort and errors while boosting efficiency and productivity across your organization.

Workflow Automation Agents

Automate complex workflows with intelligent agents, reducing manual effort and errors while boosting efficiency and productivity across your organization.

Workflow Automation Agents

Automate complex workflows with intelligent agents, reducing manual effort and errors while boosting efficiency and productivity across your organization.

Multi-Agent Systems

Deploy cooperative multi-agent systems that work together in a streamlined way to tackle complex tasks, enhancing scalability and operational effectiveness.

Multi-Agent Systems

Deploy cooperative multi-agent systems that work together in a streamlined way to tackle complex tasks, enhancing scalability and operational effectiveness.

Multi-Agent Systems

Deploy cooperative multi-agent systems that work together in a streamlined way to tackle complex tasks, enhancing scalability and operational effectiveness.

Autonomous Decision-Making AI

Develop self-driven AI agents capable of high-level reasoning and autonomous decision-making, streamlining processes and improving business outcomes.

Autonomous Decision-Making AI

Develop self-driven AI agents capable of high-level reasoning and autonomous decision-making, streamlining processes and improving business outcomes.

Autonomous Decision-Making AI

Develop self-driven AI agents capable of high-level reasoning and autonomous decision-making, streamlining processes and improving business outcomes.

Fine-Tuning AI Models

Stay ahead of the curve by integrating emerging technologies into your front-end solutions. The team with extensive hands-on experience helps you integrate with:

Model Adaptation and Personalization

Customize pre-trained models to fit your unique business or domain needs, ensuring your AI delivers precise, relevant results tailored to your goals.

Model Adaptation and Personalization

Customize pre-trained models to fit your unique business or domain needs, ensuring your AI delivers precise, relevant results tailored to your goals.

Model Adaptation and Personalization

Customize pre-trained models to fit your unique business or domain needs, ensuring your AI delivers precise, relevant results tailored to your goals.

Domain-specific Data Curation

Curate high-quality, domain-specific datasets to fine-tune your models, enhancing their accuracy and effectiveness for your specialized requirements.

Domain-specific Data Curation

Curate high-quality, domain-specific datasets to fine-tune your models, enhancing their accuracy and effectiveness for your specialized requirements.

Domain-specific Data Curation

Curate high-quality, domain-specific datasets to fine-tune your models, enhancing their accuracy and effectiveness for your specialized requirements.

Hyperparameter Optimization

Identify and implement optimal hyperparameters for your models, maximizing performance and ensuring your AI operates at peak efficiency.

Hyperparameter Optimization

Identify and implement optimal hyperparameters for your models, maximizing performance and ensuring your AI operates at peak efficiency.

Hyperparameter Optimization

Identify and implement optimal hyperparameters for your models, maximizing performance and ensuring your AI operates at peak efficiency.

Continual Learning Setups

Establish continual learning frameworks so your models adapt and improve over time, staying current and effective as new data becomes available.

Continual Learning Setups

Establish continual learning frameworks so your models adapt and improve over time, staying current and effective as new data becomes available.

Continual Learning Setups

Establish continual learning frameworks so your models adapt and improve over time, staying current and effective as new data becomes available.

Responsible AI

Nothing like a slow app to kill user interest. Our team of pros ensures fast load times and responsive interactions for improved user satisfaction and engagement.

Bias Detection and Mitigation

Apply systematic methods to detect and minimize biases in your AI models, promoting fairness, inclusivity, and ethical outcomes in every deployment.

Bias Detection and Mitigation

Apply systematic methods to detect and minimize biases in your AI models, promoting fairness, inclusivity, and ethical outcomes in every deployment.

Bias Detection and Mitigation

Apply systematic methods to detect and minimize biases in your AI models, promoting fairness, inclusivity, and ethical outcomes in every deployment.

Ethical Impact Assessments

Conduct comprehensive assessments to understand and address the ethical implications of your AI deployments, supporting responsible innovation.

Ethical Impact Assessments

Conduct comprehensive assessments to understand and address the ethical implications of your AI deployments, supporting responsible innovation.

Ethical Impact Assessments

Conduct comprehensive assessments to understand and address the ethical implications of your AI deployments, supporting responsible innovation.

Compliance Audits

Perform detailed compliance audits to ensure your AI solutions meet global standards like GDPR, CCPA, and the AI Act, reducing regulatory risk.

Compliance Audits

Perform detailed compliance audits to ensure your AI solutions meet global standards like GDPR, CCPA, and the AI Act, reducing regulatory risk.

Compliance Audits

Perform detailed compliance audits to ensure your AI solutions meet global standards like GDPR, CCPA, and the AI Act, reducing regulatory risk.

Explainability and Transparency Implementation

Integrate clear, understandable explanations into your AI outputs, building user trust and supporting transparency and regulatory compliance.

Explainability and Transparency Implementation

Integrate clear, understandable explanations into your AI outputs, building user trust and supporting transparency and regulatory compliance.

Explainability and Transparency Implementation

Integrate clear, understandable explanations into your AI outputs, building user trust and supporting transparency and regulatory compliance.

Unlock What’s Next with AI Engineering

Partner with AI engineers who don’t just prototype, they ship. From fine-tuned LLMs to RAG pipelines and ethical AI frameworks, we build systems that scale with your ambition.

Technologies We Excel In

Frameworks & Libraries

PyTorch, TensorFlow, LangChain, Transformers (Hugging Face)

LLM & Agent Platforms

OpenAI, Anthropic, Vertex AI, Hugging Face Hub

Languages

Python, TypeScript, SQL, YAML

Retrieval & Indexing

FAISS, Weaviate, Pinecone, Elasticsearch

Deployment & Serving

FastAPI, Ray Serve, Docker, Kubernetes

Monitoring & Evaluation

Weights & Biases, LangSmith, Evidently AI

Responsible AI & Governance

Fairlearn, IBM AI Fairness 360, OpenAI Eval Frameworks

Our Process

1

Discovery & Use Case Alignment

We begin by identifying the right AI opportunities for your business.

Whether it’s RAG, agents, or LLM fine-tuning, we scope the data, success metrics, and technical feasibility upfront.

2

Data Strategy & Preparation

High-quality data is the foundation of impactful AI.

We source, clean, annotate, and structure datasets, readying them for training, retrieval, or evaluation with complete governance in place.

3

Model & System Design

Based on your needs, we architect solutions using the best-fit AI stack - LLMs, custom embeddings, vector databases, agents, or fine-tuned models designed to meet performance and compliance targets.

4

Implementation & Integration

From AI prompt engineering to RAG pipelines or agent workflows, our engineers build modular, production-ready systems that integrate uniformly with your applications, APIs, or knowledge bases.

5

Testing, Evaluation & Monitoring

We rigorously test with custom evals, hallucination checks, and safety validations.

Synchronous monitoring and feedback loops are set up using tools like LangSmith or Weights & Biases.

6

Deployment & Continuous Improvement

AI solutions are containerized, deployed via MLOps or serverless APIs, and continuously improved through user feedback, drift detection, and iterative retraining where needed.

Our Process

1

Discovery & Use Case Alignment

We begin by identifying the right AI opportunities for your business.

Whether it’s RAG, agents, or LLM fine-tuning, we scope the data, success metrics, and technical feasibility upfront.

2

Data Strategy & Preparation

High-quality data is the foundation of impactful AI.

We source, clean, annotate, and structure datasets, readying them for training, retrieval, or evaluation with complete governance in place.

3

Model & System Design

Based on your needs, we architect solutions using the best-fit AI stack - LLMs, custom embeddings, vector databases, agents, or fine-tuned models designed to meet performance and compliance targets.

4

Implementation & Integration

From AI prompt engineering to RAG pipelines or agent workflows, our engineers build modular, production-ready systems that integrate uniformly with your applications, APIs, or knowledge bases.

5

Testing, Evaluation & Monitoring

We rigorously test with custom evals, hallucination checks, and safety validations.

Synchronous monitoring and feedback loops are set up using tools like LangSmith or Weights & Biases.

6

Deployment & Continuous Improvement

AI solutions are containerized, deployed via MLOps or serverless APIs, and continuously improved through user feedback, drift detection, and iterative retraining where needed.

Why Clients Choose Our AI Engineering Services

Why Clients Choose Our AI Engineering Services

Specialized AI Talent

Hire dedicated front-end developers with React, Angular, or Vue experience. Our vetted team includes remote and on-site talent across the globe.

Model-Centric, Outcome-Driven

We don’t just build AI experiments - we deliver production-ready solutions that align with your goals. From fine-tuning to evaluation, our team ensures performance, reliability, and responsible use.

Flexible, Scalable Teams

Whether you need a single ML engineer or a full-stack AI pod, we offer agile resourcing to match your project’s scale delivering iterative results with transparent, sprint-based execution.

Remote AI Experts On-Demand

Our vetted AI professionals work across time zones and stacks from Python and LangChain to Ray Serve and OpenAI APIs with clear documentation and collaborative handoff practices.

Proven Success Across Industries

From enterprise search copilots to compliance-grade AI governance platforms, we’ve built and deployed AI systems that serve industries like finance, healthcare, retail, and education.

Hear directly from our clients

Engagement Models

Project-Based
AI Engineering Services

If you are looking for an end-to-end AI solution delivery.

Project-Based
AI Engineering Services

If you are looking for an end-to-end AI solution delivery.

Project-Based
AI Engineering Services

If you are looking for an end-to-end AI solution delivery.

Full-Cycle AI Product Development

From problem framing and prototyping to deployment.

AI for Existing Products

Add copilots, search, or automation to what you already ship.

Data, Evaluation & Safety Pipelines

Datasets, red-teaming, guardrails, and continuous evals.

RAG, Agents & Integrations

Design, build, and wire into your stack and workflows.

MLOps & Productionization

CI/CD for models, monitoring, cost, and performance tuning.

Staff Augmentation
for AI Engineering Services

If you want to hire AI engineers to integrate within your teams.

Dedicated AI Engineers

Long-term, embedded contributors working as part of your team (time & materials).

On-Demand AI Experts

Short-term help for audits, fine-tuning, or feature spikes (fixed price/scope).

Build-Operate-Transfer (BOT) Model

Start with our team; transition capabilities in-house smoothly.

Build AI That Feels Effortless,
Performs Exceptionally

Let’s move beyond the hype and craft intelligent systems your users actually want to use. Whether it’s a context-aware assistant or a domain-tuned LLM, hire AI engineers who ship solutions that are fast, safe, and built for the live environment.

Procedure is an AI-native design & development studio. We help ambitious teams ship faster, scale smarter, and solve real-world problems with clarity and precision.

© 2025 Procedure Technologies. All rights reserved.

Procedure is an AI-native design & development studio. We help ambitious teams ship faster, scale smarter, and solve real-world problems with clarity and precision.

© 2025 Procedure Technologies. All rights reserved.

Procedure is an AI-native design & development studio. We help ambitious teams ship faster, scale smarter, and solve real-world problems with clarity and precision.

© 2025 Procedure Technologies. All rights reserved.