AI Development & Automation
Automate the workflow, not accountability.
Cybershield designs focused AI solutions that connect approved data, business systems, human decisions, and measurable operational outcomes.
High-value starting point
Document intensive work.
Use AI to classify incoming documents, extract required information, compare it with business rules, route exceptions, prepare outputs, and keep a person in control of the decision.
Internal assistants
Search approved policies, procedures, proposals, project records, and technical documentation with source-aware answers.
Request triage
Classify emails or tickets, gather context, suggest priority, draft responses, and route work to the right owner.
Reporting & approvals
Summarize activity, identify exceptions, prepare recurring reports, request approval, and record the outcome.
Delivery pipeline
From business bottleneck to operated workflow.
Each phase has a concrete decision gate so experimentation does not quietly become an unmanaged production system.
Discover
Workflow, users, volume, delays, errors, data, systems, and target outcome.
Design
Experience, model role, source boundaries, human decisions, controls, and measurements.
Prototype
Test with representative examples, edge cases, users, and a defined acceptance standard.
Integrate
Connect Microsoft 365, CRM, service platforms, databases, APIs, identity, and approvals.
Operate
Monitor quality, cost, adoption, exceptions, data access, change, and business ownership.
Solution patterns
AI & workflow automation capabilities.
The best solution may use AI for only one step. Rules, APIs, automation, search, forms, and human approvals often do the rest.
Knowledge assistants
Secure retrieval and grounded answers across approved documents, repositories, websites, policies, and structured records.
Document processing & intelligence
Classification, extraction, validation, summarization, comparison, redaction, routing, and exception handling.
Workflow agents & orchestration
Governed agents, triggers, assignments, decisions, approvals, notifications, audit history, retries, and system updates.
Custom applications & AI agents
Focused internal or customer-facing tools with identity, permissions, business logic, integrations, analytics, compliance controls, and support.
Microsoft ecosystem integration
Microsoft 365, Teams, SharePoint, Power Platform, Azure services, identity, and organizational data sources.
Model & platform integration
Approved model providers, APIs, vector search, structured outputs, prompt versioning, evaluation, and cost controls.
Custom company AI agents
Your business knowledge, systems, and rules, working together.
Cybershield designs custom AI agents for real company workflows, using approved data and systems with human accountability built in. Governance can align with NIST AI RMF and ISO/IEC 42001 principles where appropriate.
Built for your company
Internal knowledge agents, service triage, document intake, reporting, sales support, operations coordination, and customer workflows.
Connected with control
Microsoft 365, Teams, SharePoint, CRM, service platforms, databases, and APIs—connected through scoped identities and approved permissions.
Human accountable
Approval points, confidence thresholds, escalation paths, reversible actions, audit logs, and named business owners.
Compliance engineered
Data minimization, classification, redaction, retention, residency, vendor controls, testing, monitoring, and evidence for applicable requirements.
Guardrails
Designed into the workflow.
Responsible AI is a set of operating decisions—not a disclaimer added after launch.
Who can do what?
Identity, roles, source permissions, administrative access, and separation of duties.
What can enter?
Classification, privacy, residency, retention, redaction, approved sources, and prohibited information.
Where is review required?
Confidence thresholds, exceptions, human approval, escalation, explainability, and reversible actions.
Who owns quality?
Evaluation, monitoring, cost, incidents, model or prompt changes, documentation, and retirement.
Start with one valuable workflow