The complete list of M37Labs enterprise AI solutions, grouped by industry, business department, and underlying technology. Each entry describes what the solution is, how it works, and the outcomes it targets.
AI solutions by industry
Engineered for the strict regulatory, operational, and computational demands of specific global sectors.
Banking, Financial Services & Insurance(BFSI)
Automate compliance. Accelerate decisions. Strengthen customer trust.
Empower your financial institution to work smarter - from onboarding to underwriting and claims processing - with intelligent automation that enhances accuracy, compliance, and customer experience.
How Banking, Financial Services & Insurance(BFSI) works
Our AI-driven solutions modernize BFSI operations by automating KYC, AML checks, loan underwriting, claims processing, and regulatory reporting. Intelligent workflows identify and resolve exceptions in real time, ensuring compliance, minimizing fraud risk, and improving operational agility across the value chain.
Banking, Financial Services & Insurance(BFSI) operational workflow
- AI-powered engines validate KYC/AML documentation instantly, reducing manual review time.
- Smart underwriting models assess credit and risk profiles in seconds.
- Automated claims workflows streamline insurance processing and reduce resolution times.
- Predictive analytics identify fraud patterns and enhance regulatory compliance.
Banking, Financial Services & Insurance(BFSI) outcomes
- Faster onboarding, lending, and claims - improved customer satisfaction.
- Reduced compliance costs and operational risks.
- Scalable automation across banking, insurance, and financial services.
Healthcare
Automate the Work. Elevate the Care.
Streamline healthcare operations by automating patient intake, documentation, and administrative workflows-giving clinical teams more time to focus on delivering exceptional, high-quality care. With AI managing the routine, providers can work faster, smarter, and with fewer errors.
How Healthcare works
Healthcare providers face constant pressure to balance patient care with heavy administrative workloads. Our AI solutions automate intake, record management, billing, scheduling, and compliance-driven documentation. By reducing manual tasks, improving data accuracy, and optimising resource allocation, medical teams regain valuable time to focus on patient outcomes while improving operational efficiency across the organisation.
Healthcare operational workflow
- AI automates patient intake, record-keeping, and billing.
- Smart scheduling systems optimise appointment flow.
- Medical records are automatically updated, reducing errors and delays.
- Predictive analytics monitor patient trends to improve care quality.
Healthcare outcomes
- Less administration, more patient-facing time.
- Higher operational efficiency, lower burnout for staff.
- Improved patient satisfaction and faster treatment cycles.
Public Sector
Responsive services. Empowered communities.
Transform public service delivery by automating manual workflows, reducing administrative delays, and improving citizen engagement. With AI handling repetitive tasks and powering real-time insights, government agencies can operate more efficiently while delivering faster, more transparent services.
How Public Sector works
Public sector organisations manage enormous volumes of forms, requests, and citizen interactions-often slowed by manual processes and limited resources. Our AI solutions automate submissions, approvals, and case-handling workflows, while intelligent chatbots provide round-the-clock support for public enquiries. Predictive analytics help agencies make smarter decisions, optimise resource allocation, and deliver services with greater speed, accuracy, and accountability.
Public Sector operational workflow
- Automated form processing and approvals reduce bottlenecks.
- AI chatbots assist citizens 24/7 with services.
- Predictive analytics help agencies allocate resources where they are needed most.
- Data insights enhance transparency and policy decision-making.
Public Sector outcomes
- Faster, citizen-friendly services.
- Cost savings through streamlined operations.
- Greater transparency and accountability.
Manufacturing
Turbocharge efficiency. Raise quality. Control your supply chain.
Transform your entire production ecosystem-from factory floors to global supply chains-with intelligent automation. Eliminate bottlenecks, reduce operational costs, and unlock a new level of precision and efficiency that fuels long-term innovation.
How Manufacturing works
Manufacturers face constant pressure to increase output, improve quality, and control supply chain complexity. Our AI solutions streamline every stage of production: automated quality control instantly detects defects, predictive systems prevent downtime, and smart logistics optimise inventory and delivery schedules. The result is a faster, leaner, and more resilient manufacturing operation that consistently delivers high-quality products.
Manufacturing operational workflow
- Predictive maintenance avoids costly machine downtimes.
- Automated QC inspections flag defects in real time.
- Supply chain visibility powered by AI optimises logistics.
- Digital twins simulate production scenarios for optimal planning.
Manufacturing outcomes
- Reduced downtime, higher productivity.
- Lower operational costs with smart inventory management.
- Faster go-to-market with better product quality.
Next-Gen Tech Innovation
Built for speed. Ready for change.
Lead the digital revolution-adopt automation to innovate rapidly, launch products faster, and stay ahead of ever-shifting customer expectations. With AI at the core, high-tech teams can accelerate engineering, improve product quality, and scale operations without slowing down.
How Next-Gen Tech Innovation works
High-tech companies operate in a fast-moving landscape where speed, precision, and adaptability define success. Our AI empowers engineering, product, and innovation teams with automated DevOps workflows, intelligent R&D insights, predictive analytics, and scalable orchestration tools-enabling faster product cycles, smarter decision-making, and continuous innovation that keeps you ahead of competitors.
Next-Gen Tech Innovation operational workflow
- AI-driven predictive analytics anticipate market trends before they emerge.
- Automated DevOps pipelines remove bottlenecks and speed up release cycles.
- Intelligent workflows streamline and optimize R&D operations.
- Faster innovation cycles turn insights into impactful products more efficiently.
Next-Gen Tech Innovation outcomes
- Accelerate product launches and strengthen your competitive edge.
- Adapt effortlessly to changing market dynamics with agile, AI-driven responsiveness.
- Sustain continuous innovation through an AI engine that constantly learns, optimizes, and accelerates your path to market leadership.
Life Sciences
Move discoveries to market.
Let automation optimise lab processes, accelerate clinical trials, and ensure compliance-speeding up every step from breakthrough to bedside.
How Life Sciences works
We help life sciences organisations accelerate innovation. AI optimises lab operations, streamlines clinical trial analysis, and maintains compliance with strict regulatory standards. This reduces R&D costs, shortens timelines, and ensures that life-saving discoveries reach patients quickly and safely.
Life Sciences operational workflow
- Automated lab processes reduce manual bottlenecks.
- AI speeds up clinical trial data analysis.
- Compliance workflows keep everything audit-ready.
- Predictive models identify potential trial risks earlier.
Life Sciences outcomes
- Faster research-to-market timelines.
- Lower costs for R&D.
- Safer, compliant processes → trust from regulators and patients.
Customer Experience
Smarter support. Happier customers. Service that never sleeps.
Deliver exceptional interactions at every touchpoint. Automate routine queries, enhance agent performance, and create frictionless customer journeys across all channels-driving satisfaction, loyalty, and operational efficiency.
How Customer Experience works
Customer experience teams are expected to respond faster, personalise every interaction, and manage rising volumes across multiple channels. Our AI solutions automate repetitive enquiries, intelligently route complex cases, and analyse sentiment in real time. With 24/7 support and smarter insights, your teams can deliver more empathetic, efficient, and impactful customer service.
Customer Experience operational workflow
- AI chatbots handle FAQs and repetitive queries.
- Smart routing connects customers to the right agents.
- Sentiment analysis tracks customer happiness in real time.
- Omnichannel automation ensures consistent service across platforms.
Customer Experience outcomes
- 24/7 support, zero wait time.
- Happier agents → better service.
- Elevated CSAT scores and loyalty.
Retail
Delight shoppers. Streamline deliveries.
Create exceptional shopping experiences with intelligent automation across inventory, fulfilment, and customer engagement. Deliver faster, more personalised journeys while reducing operational friction and driving measurable growth.
How Retail works
Retailers must balance fluctuating demand, complex supply chains, and rising customer expectations. Our AI solutions automate inventory tracking, forecast demand with precision, and optimise fulfilment to ensure fast, reliable delivery. Personalised recommendations enhance the customer journey, while automated backend operations reduce costs and increase efficiency across the retail ecosystem.
Retail operational workflow
- Automated inventory keeps stock levels accurate.
- AI predicts demand and optimises fulfilment.
- Personalised product recommendations drive engagement.
- Smart logistics ensure on-time deliveries with reduced costs.
Retail outcomes
- Happier shoppers, higher conversion rates.
- Streamlined deliveries → fewer returns.
- Smarter inventory → lower carrying costs.
Telecom
Seamless networks. Connected customers.
Smart automation keeps networks running, minimises downtime, and ensures customers stay reliably connected day and night.
How Telecom works
Our AI ensures telecom companies minimise downtime and maximise service reliability. Predictive maintenance identifies potential failures before they occur. Automated ticketing accelerates issue resolution, while AI chatbots provide 24/7 customer support. This reduces operational costs, improves uptime, and increases customer loyalty.
Telecom operational workflow
- AI continuously monitors networks, predicting and preventing outages before they occur.
- Automated ticketing and resolution systems shorten response times.
- AI-powered chatbots and digital assistants reduce call centre loads while enhancing customer support.
- Network analytics optimise capacity planning and improve QoS (Quality of Service).
Telecom outcomes
- More reliable networks → happier customers.
- Lower maintenance costs.
- Faster rollout of new services.
AI solutions by department
Autonomous multi-agent workflows tailored to amplify productivity, accuracy, and throughput across internal functional units.
Finance & Accounting
Automate precision. Accelerate performance.
Enable finance teams to shift from manual, error-prone workflows to strategic, insight-driven operations. Intelligent automation accelerates reconciliations, strengthens compliance, and delivers real-time financial accuracy-so organizations can move faster with full confidence.
How Finance & Accounting works
Agentic automation transforms finance operations end-to-end, handling invoice processing, reconciliations, audits, and reporting with unmatched precision. By connecting seamlessly to ERP systems like SAP, Oracle, and NetSuite, AI agents validate, record, and track financial data in real time.
Finance & Accounting operational workflow
- Intelligent bots extract and match invoice data instantly.
- Reconciliations and audits are automated with full traceability.
- Real-time dashboards deliver visibility into performance and anomalies.
- Pre-built connectors link directly with major ERP platforms.
Finance & Accounting outcomes
- Close books faster with zero errors.
- Reduce compliance risk and audit friction.
- Free finance teams for analysis and strategic work.
Human Resources (HR)
Empower people. Simplify processes.
Shift HR from administrative overload to meaningful human impact. Let AI automate the repetitive tasks-so your teams can focus on culture, engagement, and building a thriving workforce.
How Human Resources (HR) works
From onboarding to offboarding, AI agents automate repetitive HR workflows, ensuring speed, accuracy, and a consistent employee experience. Integrated with Workday, SuccessFactors, or Oracle HCM, these automations process data, verify documentation, and trigger key actions across systems.
Human Resources (HR) operational workflow
- Automated onboarding sets up systems, credentials, and training paths.
- Payroll, benefits, and compliance checks run in the background.
- Employee data syncs instantly across HR and IT systems.
- Lifecycle changes (promotions, exits) trigger automated workflows.
Human Resources (HR) outcomes
- Faster onboarding and payroll accuracy.
- Fewer data errors, higher compliance confidence.
- HR teams are free to focus on culture and retention.
Supply Chain & Operations
Smarter logistics. Seamless movement.
Build a supply chain that predicts, adapts, and accelerates. With AI-driven automation orchestrating every step-from forecasting to fulfilment-you gain a logistics ecosystem that delivers speed, accuracy, and resilience at scale.
How Supply Chain & Operations works
Supply chains thrive on precision, timing, and real-time coordination-but manual processes and disconnected systems often slow everything down. Agentic automation brings intelligence to every stage of operations, optimizing procurement, inventory, and fulfilment with autonomous decision-making. Predictive analytics identify risks before they escalate, while AI-driven workflows streamline orders, invoices, and logistics to keep goods moving efficiently and reliably.
Supply Chain & Operations operational workflow
- AI forecasts demand using live and historical data.
- Digital bots automate procurement, order, and invoice workflows.
- Real-time tracking identifies and resolves bottlenecks instantly.
- Predictive models optimize inventory levels and transport schedules.
Supply Chain & Operations outcomes
- Lower inventory costs, higher fulfilment speed.
- End-to-end visibility across suppliers and warehouses.
- Smarter, resilient supply chains ready for change.
IT & Quality Assurance
Reliable systems. Confident releases.
Deliver innovation at speed with intelligent, self-validating systems. AI-driven testing and monitoring detect, prevent, and resolve issues before they reach production-ensuring every release is reliable, secure, and high-quality.
How IT & Quality Assurance works
IT and QA teams are under constant pressure to deliver faster while maintaining reliability and compliance. AI-powered automation embeds intelligent testing, monitoring, and validation into every stage of the development lifecycle. Autonomous bots execute regression tests, detect anomalies in real time, enforce compliance, and resolve incidents automatically-enabling teams to release confidently and focus on building the future, not fixing the past.
IT & Quality Assurance operational workflow
- AI monitors performance and flags anomalies proactively.
- Continuous integration pipelines trigger instant quality checks.
- Incident automation routes and resolves issues autonomously.
IT & Quality Assurance outcomes
- Faster release cycles, fewer errors.
- Improved uptime and user experience.
- IT teams focused on innovation, not firefighting.
Customer Service / Contact Center
Serve smarter. Resolve faster.
Create seamless, personalized customer experiences with intelligent automation. From instant resolutions to proactive support, AI elevates every interaction while reducing workload for service teams.
How Customer Service / Contact Center works
Contact centers juggle high volumes, rising expectations, and the need for consistent service across channels. Agentic AI empowers teams by automating routine tickets, analyzing sentiment, and routing cases intelligently. Bots handle simple requests instantly, while agents receive relevant context, knowledge insights, and recommended responses-delivering faster, more empathetic, and more accurate support at scale.
Customer Service / Contact Center operational workflow
- Smart routing prioritizes and assigns cases automatically.
- Chatbots resolve FAQs and gather customer intent.
- AI retrieves answers from knowledge bases in real time.
- Sentiment monitoring guides escalation and response tone.
Customer Service / Contact Center outcomes
- Shorter response times, higher CSAT.
- Reduced agent workload and burnout.
- Always-on support that scales effortlessly.
AI solutions by technology
Deep integrations with enterprise systems of record—from SAP and Microsoft to legacy core databases and cloud architectures.
SAP Automation
Simplify SAP. Amplify performance.
Transform your SAP ecosystem with intelligent automation that streamlines operations, eliminates manual friction, and boosts enterprise-wide speed, accuracy, and agility across ECC and S/4HANA.
How SAP Automation works
Managing SAP processes often involves repetitive data handling, complex integrations, and high compliance demands. Our AI-powered automation simplifies these workflows by handling data migration, validation, reporting, reconciliations, and cross-system integrations with precision. By connecting SAP with non-SAP platforms and orchestrating agentic workflows, organisations can eliminate manual effort, accelerate operations, and gain complete visibility across their SAP landscape.
SAP Automation operational workflow
- Certified connectors integrate directly with SAP modules.
- Bots automate data extraction, validation, and upload.
- Exception handling resolves inconsistencies before they escalate.
- Reports and dashboards are generated automatically in real time.
SAP Automation outcomes
- Faster transactions and reporting.
- Zero data entry errors or compliance lapses.
- Higher productivity with end-to-end SAP visibility.
Microsoft Ecosystem
Power every workflow. Connect every team.
Transform the way your teams work with intelligent automation woven across the entire Microsoft ecosystem. From Teams to Excel to Azure, create a seamlessly connected enterprise where workflows move faster, decisions happen sooner, and collaboration becomes effortless.
How Microsoft Ecosystem works
Modern organisations rely on Microsoft’s ecosystem to run daily operations-but manual processes and disconnected apps slow teams down. Our AI-driven automations extend Office 365, Power Platform, Dynamics, and Azure with deep, cross-app orchestration. Digital agents manage documents, sync data across systems, automate approvals, and streamline collaboration, eliminating repetitive tasks while ensuring enterprise-grade security and scalability.
Microsoft Ecosystem operational workflow
- Automations trigger directly from Teams or Power Automate.
- AI bots handle document updates, data syncs, and approvals.
- Azure-native orchestration ensures secure scaling.
- Unified dashboards monitor workflows across the Microsoft stack.
Microsoft Ecosystem outcomes
- Unified, cross-app productivity.
- Fewer silos, faster decisions.
- Secure, compliant automation at scale.
AWS Automation
Scale smarter. Operate faster.
Unify AI and AWS-native automation to create a self-optimizing cloud foundation-one that scales intelligently, minimizes operational overhead, and delivers unmatched reliability and agility across your entire digital ecosystem.
How AWS Automation works
Managing cloud workloads on AWS requires constant monitoring, optimization, and coordination across numerous services. Our AI-driven automations streamline DevOps operations, provisioning, data processing, and cost management by orchestrating end-to-end workflows across EC2, Lambda, S3, Textract, and more. With autonomous agents handling scaling, insight extraction, governance, and compliance, your cloud environment becomes faster, smarter, and more efficient-without manual intervention.
AWS Automation operational workflow
- Bots auto-scale EC2 and Lambda instances based on demand.
- AI extracts structured insights using AWS Textract.
- Cloud resources are monitored for usage and optimization.
- Automated reporting ensures compliance and transparency.
AWS Automation outcomes
- Reduced operational overhead and downtime.
- Faster deployments and data accuracy.
- Cost-efficient, intelligent cloud infrastructure.
AI & Generative Automation
From tasks to intelligence.
Evolve from basic automation to true cognitive intelligence-where AI agents can read, reason, and respond like your most capable team members.Unlock workflows that think, adapt, and improve in real time.
How AI & Generative Automation works
Generative and agentic AI go beyond traditional automation by bringing understanding, context, and decision-making into every workflow. Our AI agents interpret documents, analyze communications, generate insights, and make informed decisions across complex processes. By blending automation with cognitive intelligence, organisations gain adaptive, self-improving systems that deliver unprecedented speed, accuracy, and creativity.
AI & Generative Automation operational workflow
- Document Understanding extracts structured data from any format.
- Generative models summarize, classify, and create contextual responses.
- Communication Mining analyzes emails and chats for intent.
- Multi-model orchestration links LLMs for dynamic automation.
AI & Generative Automation outcomes
- Smarter, adaptive workflows.
- Faster, insight-driven decisions.
- Reduced manual intervention, enhanced creativity.
ERP & Legacy Systems
Modern efficiency. Zero disruption.
Unlock modern performance from your legacy systems with AI-powered automation. Extend capabilities, improve efficiency, and achieve digital transformation-without the cost, disruption, or risk of full system migrations.
How ERP & Legacy Systems works
Many enterprises still rely on aging ERPs and legacy applications that are mission-critical but difficult to scale. Our automation layer seamlessly connects these systems with modern platforms, creating unified digital workflows without changing the underlying architecture. Through AI-driven process discovery, surface automation, and autonomous data synchronization, organisations gain agility, accuracy, and visibility while preserving the stability of their existing infrastructure.
ERP & Legacy Systems operational workflow
- Surface automation mimics user actions across old UIs.
- API connectors link legacy apps with modern cloud tools.
- Data migration and validation run autonomously.
- Process logs and analytics provide full auditability.
ERP & Legacy Systems outcomes
- Modern capabilities, no system replacement needed.
- Reduced downtime and migration costs.
- Complete visibility and reliability across platforms.
Cloud & Hybrid Environments
Automate anywhere. Govern everywhere.
Run, scale, and secure automations across cloud, hybrid, and on-prem environments with complete visibility and control. Ensure consistent performance, compliance, and governance-no matter where your workloads live.
How Cloud & Hybrid Environments works
Modern enterprises operate across a mix of cloud platforms, data centers, and edge environments-creating complexity in how automations are deployed and governed. Our platform unifies this landscape with centralized orchestration, hybrid bot deployment, real-time monitoring, and enterprise-grade compliance. By delivering elastic scaling and cross-environment governance, organisations gain a seamless, secure automation fabric that adapts to their infrastructure needs.
Cloud & Hybrid Environments operational workflow
- Hybrid orchestration manages automations across infrastructures.
- Elastic scaling adjusts bot capacity in real time.
- Unified monitoring tracks performance and uptime.
- Built-in compliance ensures data security and traceability.
Cloud & Hybrid Environments outcomes
- Centralized governance and visibility.
- Faster scalability, lower IT overhead.
- Enterprise-grade security across every deployment.
