Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
Built for production • Security-first • Remote + On-site
Miniml specializes in Manufacturing AI Consulting and Development. We are an engineering-first firm, meaning we focus on building robust, scalable solutions, not just selling licenses. Our vendor-agnostic approach ensures you get the best technology for your specific needs, without vendor lock-in. We work with you as partners.
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We focus on delivering quantifiable ROI through Manufacturing AI solutions. Expect reduced waste, optimized resource allocation, improved throughput, and increased overall equipment effectiveness (OEE). Our solutions are engineered to directly impact your bottom line.
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Our team leverages cutting-edge technologies, including Large Language Models (LLMs), Computer Vision for defect detection, predictive maintenance algorithms, and Edge AI for real-time processing. We build robust, scalable architectures tailored to the demands of the manufacturing environment.
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We prioritize data security and compliance in all our Manufacturing AI Consulting and Development engagements. Our solutions are designed to adhere to industry best practices, GDPR, and emerging regulations like the EU AI Act. We provide auditable systems and comprehensive documentation for complete transparency.
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Your data, your infrastructure. We build air-gapped and hybrid architectures that ensure your AI learns from your proprietary data without leaking IP to public clouds.
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
Go beyond basic scripts and RPA. Miniml builds intelligent workflow automation that bridges legacy systems, SaaS tools, and human approvals into one cohesive process. From document-heavy back-office tasks to multi-step customer journeys, we drastically reduce manual effort while maintaining full control and auditability.
Our engineers architect AI solutions with security, governance, and scalability built in from day one. Leveraging modern cloud infrastructure, MLOps best practices, and frameworks like LangChain and AutoGen, we ensure your systems grow with your organisation and remain adaptable as new models and regulations emerge.
AI consulting with Miniml delivers measurable business outcomes. We identify high-impact use cases to streamline repetitive work and optimise resource allocation, cutting operational costs without compromising service quality. The result: leaner processes, faster cycle times, and more capacity for your teams to focus on strategic work.
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
Stop guessing, start executing. We audit your current infrastructure to identify high-impact use cases with clear ROI. You receive a phased implementation roadmap ensuring governance, compliance, and technical feasibility.
Predict, optimize, and scale. We engineer custom machine learning models tailored to your specific data. From predictive analytics for finance to computer vision for manufacturing, we build proprietary models that give you a competitive edge.
Secure your institutional knowledge. We build RAG (Retrieval-Augmented Generation) systems that allow your teams to chat with your internal documents accurately and securely, without leaking IP to public models.
Beyond brittle bots. We upgrade legacy RPA with cognitive AI agents that can handle unstructured data, fix their own errors, and automate complex decision-making loops without constant human intervention.
Turn raw data into decision velocity. We build modern data lakes and real-time dashboards that give your executive team visibility into AI performance, transforming stagnant spreadsheets into live intelligence.
Deploy with confidence. We engineer the critical backbone of API integration, cloud security, and MLOps pipelines to ensure your AI runs reliably in production 24/7, scaling automatically as you grow.
We don’t just experiment with AI; we engineer sovereign systems designed for ROI. From human-in-the-loop agent interfaces to air-gapped backend integrations, Miniml bridges the gap between research demos and mission-critical reality.
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
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Drive efficiency and intelligent decisioning. We engineer systems that span the full value chain—from automated underwriting to algorithmic risk modeling. We help Edinburgh firms scale operations while maintaining strict data sovereignty and FCA compliance.
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Automate compliance and care. From summarizing medical records to optimizing patient triage, we build GDPR-compliant AI agents. Our sovereign architectures reduce administrative burden without compromising patient privacy or strict NHS data standards.
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Turn traffic into revenue. We engineer dynamic pricing engines and hyper-personalized search agents that drive conversion. By connecting inventory data to predictive demand models, we reduce stockouts and optimize supply chains for maximum margin.
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Physics-informed production. We deploy computer vision and IoT models to detect defects and forecast failure weeks in advance. Our local edge architectures ensure real-time latency and strict data sovereignty, maximizing factory uptime and safety.
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Unlock your firm's collective intelligence. We engineer secure internal search (RAG) and document automation systems for legal and accountancy practices. By automating contract review and audits, we free fee-earners to focus on high-value advisory work.
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Power the transition with intelligence. We build forecasting models and autonomous agents to optimize grid distribution and renewable assets. Navigate complex regulatory frameworks with secure, air-gapped systems designed for critical infrastructure.
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
We help you identify high-value use cases, design the solution architecture, and deliver working AI systems. That typically includes discovery workshops, data assessment, model and vendor selection, rapid prototyping, integration with your systems, and production-grade MLOps so solutions are secure, reliable and easy to operate.
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
With a short discovery and feasibility phase (usually 1–2 weeks). We align on goals, risks, data readiness and success metrics, then propose a phased plan: Discover → Prototype → Pilot → Production → Scale & Support.
Rapid prototypes are often 2–4 weeks, pilots 4–8 weeks, and production deployments 8–12+ weeks depending on scope, integrations and governance. We recommend shipping value incrementally so you see results quickly.
We agree measurable KPIs up front—e.g., minutes saved per case, automation rate, accuracy/precision, cost-per-task, cycle time, CSAT, or incremental revenue. Dashboards track these in real time so stakeholders can see impact and decide what to scale next.
We are vendor-agnostic and work with AWS, Azure and Google Cloud, plus Snowflake and Databricks. For AI platforms we commonly use LangChain, AutoGen, CrewAI, LlamaIndex and Haystack; vector stores such as Pinecone, Weaviate, Chroma, Qdrant and pgvector; and model providers including OpenAI, Anthropic, Google, Meta, Mistral, Cohere and Alibaba Cloud.
Both. Where possible we fine-tune or adapt proven foundation models to reduce cost and time-to-value. When the data, accuracy or IP requirements demand it, we train task-specific models and set up the MLOps needed to maintain them.
Yes. We connect to CRMs/ERPs (e.g., Salesforce, Dynamics), data warehouses, document stores, knowledge bases and internal APIs. We also implement the guardrails—role-based access, human-in-the-loop, audit trails—so solutions are enterprise-ready.
We design for security from day one: least-privilege access, encryption in transit/at rest, secrets management, audit logging and data retention policies. We follow UK GDPR and can keep data within the UK/EU where required, using private networking and compliant cloud regions.
We implement content filters, red-teaming, prompt/response logging, evaluation suites and approval workflows. Model choices and prompts are versioned; risks are recorded; and we provide documentation for internal governance and external audits.
Costs depend on scope, complexity and compliance needs. We offer fixed-price discovery, milestone-based delivery for pilots, and either fixed-scope or time-and-materials for production. You’ll always receive a detailed statement of work before we start.
Absolutely. We run hands-on training for users and admins, create runbooks and playbooks, and support adoption with clear comms and success metrics. We can upskill your team so they can operate and extend the solution confidently.
We offer support and optimisation packages: monitoring, model and prompt updates, data quality checks, and performance tuning. As usage grows, we help you scale capacity, reduce unit costs and add new use cases safely.
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
Stop leaving money on the factory floor. We build scalable Manufacturing AI solutions that drive measurable efficiency improvements in production, quality control, and supply chain optimization. Enterprise-ready • Python/PyTorch • ISO 27001
Let’s discuss how Miniml can help you leverage AI solutions to drive growth, efficiency, and innovation in your organization. From simple automation to sophisticated multi-component systems, we deliver AI solutions that work.
