Industry solutions
Twelve verticals.
Each with its own
solution set, not a rebrand.
Generic AI capability sold into a specialised industry usually fails on vocabulary, regulation and edge cases — the three things a horizontal platform cannot know. Every vertical below has a named solution set built around how that industry actually operates.
01 — Industry
Telecommunications & network
Thousands of nodes across physical, virtual and cloud layers create visibility gaps that turn into undetected failures and slow incident response. Our telecom work targets the gap directly — with autonomous agents that own a domain and an AIOps platform that runs entirely inside the operator's own infrastructure.
Solution set
- AI-powered OSS/BSS automation — intelligent operations and business support systems
- Network optimisation and planning for 5G/4G, capacity planning and coverage prediction
- Smart network traffic anomaly detection with real-time analysis and DDoS detection
- Revenue assurance and fraud management — automated leakage and billing anomaly detection
- Customer churn prediction and proactive churn prevention
- Service assurance and automated service quality monitoring
- Autonomous network operations agents for self-operating network management
- MCP-enabled network context intelligence unifying KPIs across the estate
02 — Industry
Supply chain & logistics
Visibility is the constraint before optimisation is. We build the sensing layer first — then the forecasting, routing and autonomous orchestration that only pays off once the data underneath it is trustworthy.
Solution set
- End-to-end supply chain visibility with real-time tracking and demand sensing
- Smart warehouse automation — computer vision inventory management and robotic picking
- Demand forecasting and inventory optimisation with safety stock modelling
- Intelligent route and fleet optimisation including last-mile delivery
- Procurement intelligence — supplier selection, spend analysis and contract intelligence
- Supply chain risk management with supplier financial health prediction
- Autonomous supply chain orchestration via multi-agent procurement systems
- MCP supply chain context hub unifying supplier, logistics and inventory data
03 — Industry
Finance & banking
Regulated, adversarial and latency-sensitive at once. Detection has to be real-time, decisions have to be explainable, and every model action has to leave a record an examiner can follow.
Solution set
- Real-time fraud detection — transaction anomalies, identity theft and payment fraud
- AI-powered credit risk and underwriting with alternative data analysis
- Algorithmic trading and market intelligence with sentiment analysis
- AML and KYC automation for anti-money-laundering and identity verification
- Robo-advisory and wealth management with automated portfolio rebalancing
- Banking conversational AI — intelligent assistants and service automation
- Autonomous trading and risk agents executing strategies within defined mandates
- Financial context intelligence platform unifying customer profiles across products
04 — Industry
Manufacturing & industrial
Where the physical and the digital have to agree. Vision at the line, prediction on the asset, and a context layer that connects MES, ERP and IoT so the model is reasoning about the same plant the operators are standing in.
Solution set
- Predictive maintenance and asset management with equipment failure prediction
- AI-enabled quality engineering — computer vision defect detection and automated inspection
- Smart factory and production optimisation including scheduling and line balancing
- Digital twin and simulation for virtual factory modelling and what-if analysis
- Manufacturing analytics and OEE optimisation with downtime reduction
- Supply-demand matching and production planning against real-time demand
- Autonomous production control agents optimising schedules continuously
- Manufacturing context integration (MCP) connecting MES, ERP and IoT sensors
05 — Industry
Smart city & urban
Municipal systems fail at the seams between departments. The value is in the coordination layer — traffic, energy, water, waste and safety reasoning over one shared context rather than five disconnected control rooms.
Solution set
- Intelligent traffic management with flow optimisation and congestion prediction
- Public safety and surveillance AI — video analytics, crowd monitoring, emergency response
- Smart grid and energy management with load forecasting and demand response
- Waste management optimisation — collection routing and smart bin monitoring
- Smart building management covering energy, occupancy prediction and HVAC automation
- Water management and conservation with leak detection and quality monitoring
- Autonomous city operations agents coordinating signals and services across departments
- Smart city MCP integration hub connecting IoT sensor estates
06 — Industry
E-commerce & retail
Personalisation is only as good as the identity graph behind it. We build the omnichannel context platform first, then the ranking, pricing and conversational layers that depend on it.
Solution set
- Hyper-personalisation engine — recommendations, personalised search, dynamic content
- Visual search and image recognition for search-by-image and similar-product discovery
- Dynamic pricing and revenue optimisation with competitive pricing intelligence
- Inventory and demand intelligence across multiple channels
- E-commerce fraud prevention — payment fraud and account takeover protection
- Conversational commerce AI with shopping assistants and product guidance
- Autonomous e-commerce operations agents managing pricing and merchandising
- Omnichannel MCP context platform unifying web, mobile and social identity
07 — Industry
Merchandising & retail operations
The store is a physical dataset. Shelf analytics, planograms, layout and promotion effectiveness all become tractable once vision and POS data are reasoning together.
Solution set
- Planogram optimisation with AI-powered shelf space allocation and category management
- Assortment planning intelligence including local assortment customisation
- Store performance analytics — sales forecasting by location and foot traffic analysis
- Store layout and space optimisation with customer flow analysis and heat mapping
- Shelf analytics and compliance using computer vision out-of-stock detection
- Promotional effectiveness AI with campaign performance prediction
- Autonomous merchandising agents planning assortments continuously
- Retail MCP analytics platform unifying POS, vision and inventory context
08 — Industry
Healthcare, care delivery & insurance
Regulated documents, consent, provincial rules and staff continuity — the operational reality of care is a workflow problem long before it is an AI problem. Tebyar was built out of exactly this work.
Solution set
- Multi-tenant care operations — lead generation through delivery, compliance and billing
- Regulatory capture at onboarding: licence numbers, insurance expiry, authorised services
- Agreement packages, consent forms and e-signature dispatch with completion tracking
- Capacity-aware staff allocation by role, region, language and live workload
- SLA timers, escalation ladders and controlled case transfer with approval matrices
- Medical insurance and MSP process automation
- Intelligent document processing for clinical and administrative paperwork
- Predictive analytics for demand, scheduling fill rate and continuity risk
09 — Industry
Government & public sector
Auditability is the product. Regulated case management demands that every action be attributable, every document versioned, and every deployment option include one where nothing leaves the jurisdiction.
Solution set
- Regulated case management with immutable, timestamped audit trails
- Immigration and visa operations across programmes and jurisdictions
- Sovereign and air-gapped deployment options with no external AI dependency
- Identity, SSO and role-based access aligned to departmental structures
- Intelligent document processing for high-volume application handling
- Public safety analytics and emergency response coordination
- Compliance reporting automation across regulatory frameworks
- Enterprise integration into legacy departmental systems
10 — Industry
Professional services & small business
Agencies, firms, clinics and trades lose revenue between their tools rather than inside them. Yaro and the KAI247 network both address that gap — one as a single system, the other as shared capability reaching an independent business.
Solution set
- One system across campaigns, enquiries, jobs and customers
- Industry vocabulary packs — matters and instructions, pitches and projects, episodes and patients
- Multi-touch attribution across first, last and even-weight models compared side by side
- First-response SLA targets measured against business hours
- Milestone-based delivery with documents, forms and e-signatures
- Branded customer portals with server-side filtering of internal steps
- Shared hosting, AI agents, engineering and growth capability through the network
- Agentic workflows carrying repeatable stages: intake, enrichment, checks, publishing
Also served
Information technology · Insurance · Pharmaceuticals
Order management · Enterprise integration
Verticals where our work is primarily architecture, integration and modernisation rather than a packaged vertical solution set. The engineering practice is the same.
Find your vertical
If your industry is not on this page,
the constraint probably still is.
Regulatory boundaries, legacy estates, sovereignty requirements and the gap between tools — these recur everywhere. Tell us the shape of yours.