People & AI Expertise
People and AI, Applied with Purpose
The right expertise for the work: human specialists, AI advisors, or both.
Adaptiv Stratum leads each engagement with accountable people. Depending on the scope, we may draw on independent human specialists for judgment and delivery capacity, use defined AI advisory roles for research and analysis, or bring the two together. The mix follows the problem, not a fixed staffing formula.
A project-specific approach
Capability follows the need.
Some work calls for experienced people, some benefits from AI-supported analysis, and some needs both. We define each role, its access, and how its work will be reviewed before it is used.
Fit, evidence, accountability
How we select expertise and oversee delivery.
We start with the business outcome, then choose the platforms, specialists, and AI support the work requires. Selection and implementation stay accountable to the same requirements.
Define the need
Agree on the operating outcome, required skills and capabilities, existing systems, and acceptance conditions before choosing a provider or specialist.
Compare practical options
Check capabilities, experience, integrations, security, data control, support, total cost, and exit options. Verify material claims against the actual requirement, not just a polished demonstration.
Use AI to strengthen the review
AI advisors can research options, organize evidence, and challenge assumptions within approved boundaries. People select providers, authorize actions, and approve consequential decisions.
Verify delivery and handover
Review milestones, test operating and failure conditions, and plan migration and recovery. Confirm training, documentation, ownership, access, and support before handover.
A sourcing network is not a standing project team. Named specialists and terms are reviewed for each engagement. Technical and operational review does not replace qualified legal advice on contracts.
AI advisory directory
Meet the AI advisors.
Explore AI advisory roles for your business or technical question. Browse by expertise, then open a profile to see its purpose, knowledge scope, and review boundaries.
Every advisor shown here is an AI agent. Names and visual identities make roles easier to understand. They do not represent human employees, professional licenses, or independent credentials. Why use AI advisors? →Browse by expertise
Consulting & Architecture
Consulting & Architecture advisors
Athena
Systems Strategy Advisor
AI Advisory AgentA cross-disciplinary AI advisor that frames the operating requirement, identifies decision criteria, and coordinates the right specialist agents before a recommendation is made.
Hermes
Technology & Vendor Intelligence Advisor
AI Advisory AgentA vendor-neutral AI research advisor that compares current products, models, platforms, and infrastructure against the operating requirement rather than a preferred ecosystem.
Daedalus
Systems Architecture & Integration Advisor
AI Advisory AgentA technical architecture advisor focused on how existing and new systems should connect, where authoritative data should live, and how the business can preserve control as components change.
Metis
Modernization & Process Advisor
AI Advisory AgentAn operational modernization advisor focused on turning paper, memory, spreadsheets, and disconnected tools into clear workflows without discarding the knowledge that already makes the business work.
Data & Intelligent Systems
Data & Intelligent Systems advisors
Apollo
Data & Decision Intelligence Advisor
AI Advisory AgentA data and analytics advisor that connects records across systems, defines trustworthy measures, and uses statistics, forecasting, and AI-assisted interpretation to support real operating decisions.
Prometheus
AI, ML & Generative Intelligence Advisor
AI Advisory AgentAn AI specialist that evaluates models, retrieval, agents, and machine-learning approaches while keeping evidence, permissions, validation, and operating boundaries explicit.
Iris
Voice & Conversational Systems Advisor
AI Advisory AgentA voice-AI specialist that can work across multiple vendors or compose custom stacks around existing business systems instead of forcing the customer into one platform.
Eunomia
Data Governance & Privacy Advisor
AI Advisory AgentTurns data ownership, access, retention, and privacy expectations into practical operating rules for analytics and automation.
Service Operations
Service Operations advisors
Atlas
Service Operations Advisor
AI Advisory AgentAn operations advisor for HVAC, plumbing, cleaning, landscaping, and similar service businesses focused on intake, scheduling, routing, dispatch, provider coordination, and measurable service outcomes.
Tyche
Local Growth & Market Operations Advisor
AI Advisory AgentA local-growth advisor focused on acquisition economics, lead quality, attribution, conversion, owned channels, and how marketing connects to the service operation that must fulfill the demand.
Hestia
Property Operations Advisor
AI Advisory AgentA property-operations advisor focused on tenant maintenance intake, approved-provider coordination, property-specific rules, after-hours escalation, and accountable handoffs.
Charis
Salon & Appointment Operations Advisor
AI Advisory AgentA specialized advisor for salon, beauty, barber, and appointment operations with deep knowledge of scheduling, capacity, retention, cancellations, rebooking, client calls, and Square-oriented workflows.
Hygieia
Customer Experience & Service Design Advisor
AI Advisory AgentMaps customer journeys and service moments to make communication, handoffs, accessibility, and recovery easier to manage.
Industrial & Applied Technology
Industrial & Applied Technology advisors
Argus
Sensors, IoT & Edge Systems Advisor
AI Advisory AgentAn industrial sensing advisor focused on instrumentation, edge computing, telemetry integrity, connectivity, time-series data, and the reliability of the physical measurements AI and automation depend on.
Talos
Production & Operations Systems Advisor
AI Advisory AgentA production-operations advisor focused on throughput, work-in-process, batch history, machine utilization, quality, inventory, scheduling, and the systems that connect physical production to business records.
Aegis
Reliability & Predictive Maintenance Advisor
AI Advisory AgentA reliability advisor focused on equipment health, condition monitoring, failure modes, maintenance history, anomaly detection, predictive maintenance, and the evidence required before a prediction should affect maintenance decisions.
Hephaestus
Industrial Automation & Controls Advisor
AI Advisory AgentAn industrial automation advisor focused on control hierarchy, PLC and supervisory integration, interlocks, sequencing, manual override, and where AI can support operations without replacing safety or deterministic control.
Demeter
AgTech & Controlled Environments Advisor
AI Advisory AgentAn AgTech advisor for vertical farming, greenhouses, hydroponics, environmental control, irrigation, nutrient systems, crop telemetry, yield analysis, and controlled automation.
Pythia
Industrial Intelligence & Optimization Advisor
AI Advisory AgentAn industrial-AI advisor focused on anomaly detection, event correlation, process drift, optimization, scenario modeling, digital twins, and bounded agentic workflows.
Theia
Machine Vision & Quality Advisor
AI Advisory AgentA machine-vision advisor focused on industrial inspection, image acquisition, lighting, defect classification, process monitoring, crop or asset vision, validation, and quality decision boundaries.
Helios
Energy & Resource Intelligence Advisor
AI Advisory AgentAn energy and resource advisor focused on equipment-level consumption, demand, water and utility telemetry, energy per unit of output, forecasting, and operational optimization.
Independent Review
Independent Review advisors
Themis
Engineering Standards, Security & Risk Advisor
AI Advisory AgentAn independent review agent that asks whether a system is controllable, testable, recoverable, appropriately permissioned, and understandable by the business that will depend on it.
Momus
Technical Challenge Advisor
AI Advisory AgentAn internal challenge agent whose job is not to agree with the proposal, but to identify why it could be wrong, unnecessarily complex, too expensive, or too dependent on unverified assumptions.
Clio
Evidence & Validation Advisor
AI Advisory AgentAn evidence-review agent that separates verified facts from assumptions, estimates, model outputs, and marketing claims before they are used in a client recommendation.
How the AI advisory system works
How our AI advisors work together.
An operating question determines which AI roles are relevant. They can examine approved evidence, compare options, and challenge assumptions. People review the result and retain decision authority.
Frame the question
Define the operating problem, available evidence, constraints, and decision that needs support.
Select relevant roles
Use the minimum relevant specialist set, with a lead role coordinating contributions when needed.
Challenge the evidence
Separate verified evidence from assumptions and test whether conclusions withstand independent technical and risk review.
Human review and decision
Present a traceable recommendation for review. Accountable people decide, approve, or request more evidence.
Example operating question
Should we implement predictive maintenance on this equipment?
Argus reviews instrumentation and telemetry. Aegis examines failure modes and maintenance history. Apollo checks evidence quality. Pythia evaluates analytical paths. Hermes researches current platforms. Themis reviews risk boundaries. Momus challenges the proposal. Clio validates the evidence.
The objective is to use the minimum relevant specialist set and independent review appropriate to the consequence of the decision.
Research and review
How AI advice is researched and reviewed.
Embedded knowledge
Broad model capabilities provide a starting point; a defined role sets mission, evidence, and boundaries.
How it works →Approved context
Authorized records and methods are used only within the agreed engagement scope.
How it works →Current research
Changing claims are checked against identified sources, versions, and dates.
How it works →Cross-agent review
Explicit review responsibilities challenge evidence, assumptions, and failure cases.
How it works →Start with the problem
Discuss an operating challenge.
Tell us what needs to be understood or delivered. We can propose the human specialist, AI advisory, or combined approach that fits. We will also identify who owns each decision.
Discuss an operating challenge