AI Cost & Operations
Meter
Configurable pattern · pilot validation required
Finds AI spend, quality, and routing opportunities across providers and local models.
- Usage and cost analysis
- Quality-gated comparisons
- Routing recommendations
Forge Agents
Start with one supervised workflow: support response drafts, warm opportunity qualification, or data validation. Agree the business outcome, test it, and only then consider a controlled launch.
Catalog status: configurable patterns and demonstrations, not plug-and-play customer products. Integrations, customer isolation and security controls must be configured and verified for each pilot. Signal and Foundry have unresolved evaluation findings; regulated workflows require additional review.
10
role patterns
Cloud + local
model routing
Human
approval gates
Pilot first
before live actions
Agent catalog
These are configurable operating patterns—not one-size-fits-all bots. Every deployment begins with a scoped workflow and explicit control model.
AI Cost & Operations
Configurable pattern · pilot validation required
Finds AI spend, quality, and routing opportunities across providers and local models.
Chief of Staff
Configurable pattern · pilot validation required
Converts updates, documents, and decisions into an executive operating brief.
Sales Qualification
Configurable pattern · pilot validation required
Qualifies warm opportunities and prepares contextual outreach without autonomous sending.
Customer Support
Configurable pattern · pilot validation required
Drafts grounded answers from approved knowledge and escalates uncertain or sensitive issues.
Content Repurposing
Evaluation findings open · not production-ready
Transforms approved source material into channel-specific drafts while preserving meaning.
Document Operations
Configurable pattern · pilot validation required
Extracts, normalizes, validates, and routes information from documents and forms.
Customer Success
Configurable pattern · pilot validation required
Prepares weekly account reviews, risks, adoption signals, and retention actions.
Agent Builder
Evaluation findings open · not production-ready
Designs governed agent packages around a customer workflow, systems, tools, and policies.
Administrative Care Preparation
Exploratory · not for clinical use or protected health data
Supports non-clinical health-plan administration with clear boundaries and escalation.
Cross-industry Data Automation
Configurable pattern · pilot validation required
Reconciles operational data and routes exceptions across insurance and other industries.
Security architecture
Email, calendars, CRM, payments, messaging, files and voice are integration options—not included or connected by default. Each needs authorization, configuration and customer-specific testing.
Agents can analyze and prepare work before any external action is enabled.
Email, payment, record changes, and other consequential writes require policy and human authorization.
Verify that knowledge, credentials, memory and jobs cannot cross customer boundaries before customer data is admitted.
Require protected credential storage and test that secrets do not enter prompts, logs or public interfaces.
Verify records for model routes, tool calls, approvals, outputs and exceptions, with appropriate redaction and retention.
Low-confidence, regulated, or policy-conflicting work routes to an accountable person.
Customization path
01
Outcome, users, systems, risk, and the work the agent must never perform alone.
02
Approved knowledge, tools, channels, memory, and cloud or local models.
03
Representative cases, quality gates, adversarial tests, cost, and latency.
04
Controlled launch, audit review, weekly improvement, and measurable outcomes.
Readiness, not a launch claim
The owner console is private and is not a customer trial. Before a paid implementation, the scope must identify the runtime, data boundaries, connected tools, evaluation results and remaining risks.
Residual Forge / supervised agent pilot
Describe a repetitive workflow, the systems it touches, and what must always require approval.