Bring us one business function
Start with a single process, decision, or team workload. We'll show you where autonomy fits and what has to be true before an agent can act on it.
Bring us a functionVisIQ Lab Services · Design · Build · Deploy · Manage
Move from AI pilots to an autonomous workforce.
VisIQ Lab Services is the design, build, deploy, and manage arm for agentic AI and LLM platforms. We help you decide where autonomy creates value, define the authority it carries, bring it into production, and operate it responsibly as the workforce grows.
One function is enough to start: a process, a decision, or a team's workload. We'll show you where autonomy fits and what must be true before an agent can act on it.
Why now
Pilots don't become a workforce on their own.
The gap between a pilot and a workforce is not more models. It is a defined role, a defined authority, and an operating model that can carry both into production.
01
The experiments are everywhere. The operating model is nowhere.
Teams have copilots, assistants, and agent prototypes across the business. Few can say which of them may act, on whose authority, or with what data.
02
Access is growing faster than authority is being defined.
Every new tool, connector, and integration widens what an agent could do. Without an explicit policy, could quietly becomes does.
03
The questions are arriving before the answers.
Boards, auditors, regulators, and customers are asking who approved an agent's action and what evidence exists. The organizations that can answer will expand autonomy fastest.
Built for the people accountable for it
- CIOsPlatform, integration, and the operating model
- CISOsAuthority, data boundaries, and evidence
- Chief AI OfficersThe portfolio, from pilots to production
- Transformation leadersSequencing autonomy across functions
- Business-unit executivesThe function itself, and its outcomes
- Consultancies, MSSPs, MDRs, SIsA practice with VisIQ behind it
How we work
Discover. Define. Bring. Operate.
One lifecycle from the first business function to a workforce you can grow. Validation, monitoring, and evidence are built into the path, not added at the end.
Discover
Map the functions, decisions, systems, data, and people involved. Identify where an agent or LLM capability would create real value, and what it would need to reach.
Define
Set the business policy, delegated authority, data boundaries, escalation rules, approval thresholds, and evidence requirements before anything is built.
Bring
Design, build, validate, and release the capability into the environment where it does the work, with human escalation and validation in place from the first day.
Operate
Monitor behavior, retest after changes, tune policy, handle exceptions, and produce the evidence accountable teams and auditors need.
In practice
Concrete functions. Defined boundaries.
The same lifecycle applies wherever an agent or LLM can influence a consequential decision, record, resource, or person. A few of the functions we help organizations put into autonomous hands:
01
Finance
Payments, refunds, and vendor changes
Value limits, approved destinations, delegated approval authority, and a record of who authorized what.
02
Insurance
Claims, coverage, and customer action
Policy limits, reviewer routing on the decisions that matter, and approval evidence.
03
Healthcare
Sensitive retrieval and clinical action
Data boundaries, target scope, and human approval on consequential steps.
04
Legal
Client and matter boundaries
Matter-level walls enforced as retrieval policy, submission limits, and confidentiality that holds across engagements.
05
Government
Mission, citizen, and infrastructure
Mission authority, human review on citizen-facing action, and deployment shapes that keep decisions inside your boundary.
06
IT and security
Infrastructure and administrative action
Privilege limits, change policy, human release on high-impact changes, and evidence for every action taken.
What we do
One delivery partner. Design, build, deploy, manage.
Engage at the depth you need. Each service stands on its own and connects to the next.
01
Design
Agentic and LLM architecture
Business case, agent and model roles, data flows, tools, integrations, threat model, and the authority boundary.
02
Build
Capability development
Build and integrate agentic and LLM capabilities on the models, frameworks, and applications your teams already use.
03
Deploy
Production implementation
Validate, connect, release, and operationalize the capability in the environment where it creates value.
04
Manage
Ongoing operation
Monitor behavior, retest after changes, tune policy, handle exceptions, and keep the operating model current.
Four ways to start
Scope it around the work in front of you.
Assess an autonomous workforce opportunity
A structured look at a function, a portfolio of pilots, or an existing agent estate: value, risk, readiness, and a sequenced plan.
Request an assessmentDefine the authority and policy boundary
Write the business policy, delegated authority, data boundaries, escalation, approvals, and evidence for a capability you are building or already run.
Define the boundaryDesign and build an agentic or LLM capability
Co-design and co-build a bounded capability with your team, validate it, and support it into production.
Scope a buildEngagements are packaged as the Autonomous Workforce Sprint, Agent Design, Agent Build, and Agent Governance Implementation. Deliverables, dependencies, acceptance criteria, schedule, and fees are set in the statement of work for each engagement.
Platforms and stack
Built on the stack you already run.
Lab Services works across agentic AI and LLM platforms, and inside the environment you already have. We confirm the implementation path for your specific stack during discovery.
- LLM platformsEnterprise assistants and model platforms such as Claude, Gemini, Microsoft Copilot, ChatGPT, and Perplexity.
- Agent frameworksFrameworks and SDKs such as LangChain, LlamaIndex, Vercel AI SDK, Semantic Kernel, Mastra, and the OpenAI Agents SDK.
- Coding and operator agentsClaude Code, Cursor, Codex, GitHub Copilot, Cline, and similar agents acting from the terminal or IDE.
- Tools and MCPTool definitions, MCP servers, connectors, and the permissions each one carries.
- APIs and modelsHosted and self-managed models, provider APIs, and the routing between them.
- Enterprise applicationsERP, CRM, claims, ticketing, EHR, document, and collaboration systems the agent must reach.
- Internal systems and dataDatabases, data platforms, identity, and the internal services that hold the context an agent needs.
- Agents you already haveCapabilities your teams or vendors built before us, whether or not VisIQ was involved.
Platform names are examples of what we commonly work with, not a coverage guarantee. Coverage depends on the platform, connector, deployment model, and scope of the engagement.
Where VisIQ enforcement fits
Not every agent needs enforcement. The consequential ones do.
Many capabilities read, summarize, draft, or recommend. Lab Services builds those without forcing an enforcement model onto them. VisIQ enforcement is added when an agent has:
- Consequential authority
- Sensitive-data access
- Approval requirements
- Proof obligations
What enforcement addsBefore the action · After it
- Context protectionSensitive information is scoped or masked before it reaches the model.
- Action controlEach consequential action is permitted, held for a human, redacted, or refused under policy, before it reaches the business system.
- Human escalationThe decisions that need a person reach the right person, with the context to decide.
- Validation and monitoringAgents, tools, and connections are tested before trust is extended, and watched after.
- EvidenceEvery governed action leaves a record of the request, context, policy, and outcome.
Design, Build, Deploy, and Manage services can be purchased without a VisIQ platform subscription. Production use of VisIQ's proprietary policy, enforcement, control-plane, or evidence functionality requires the applicable license.
For partners
Build an autonomous AI practice with VisIQ behind you.
Consultancies, MSSPs, MDRs, and system integrators are being asked to take clients from pilots to production. Lab Services gives you the delivery capacity, the enablement, and the platform to do it under your own relationship, and to build a practice of your own.
Before you ask
The questions we hear first.
Do we need the VisIQ platform to work with Lab Services?
No. Design, Build, Deploy, and Manage can each be purchased on their own. VisIQ enforcement is added when a capability has consequential authority, sensitive-data access, approval requirements, or proof obligations, and production use of that functionality is licensed separately.
Can you work with agents and platforms we already have?
Yes. Most engagements start inside an existing stack: the models, frameworks, tools, and applications your teams already use. We confirm the implementation path for your specific platforms during discovery.
Does every agent need an authority model?
Every agent needs a defined role. The depth of the authority model scales with what the agent can affect: a summarization capability needs far less than one that moves money or changes a record.
Who defines the policy?
Your business owners, security, and risk teams do, with us. We bring the structure, the questions, and the drafting; you bring the decisions. The result is written in language your executives can approve and your systems can enforce.
How are engagements scoped?
Around one business function, one existing agent estate, or one priority control problem. Deliverables, dependencies, acceptance criteria, schedule, and fees are set in each statement of work.
What do you need from us to start?
One function you want to explore, the people who own it, and a view of the systems it touches. That is enough for the first conversation.
How does a partner engagement work?
The partner owns the client relationship and chooses the delivery and branding model. VisIQ supplies the platform, enablement, and specialist delivery capacity under the agreed engagement model.
Start here
What would your business let an autonomous workforce do?
Bring us one function you are ready to explore. We'll help define the policy, authority, controls, and operating model that take it toward production.