Context — Foxy EKG
Build Operating Intelligence.
Each task gets the right model, decisions are grounded in the graph, and migrate to deterministic policy over time. Less inference, fewer tokens, lower cost, better performance.
@agent · accounts payableInternal SLM
Approve invoice #4471
MCPerp.invoice.lookup → ok
EKGPO matched, terms verified
✓ approved · policy99.2% · $0.0007 · 340ms
@agent · onboarding / KYCOpen Weights
Verify new account
MCPregistry · sanctions.screen
EKGentity resolved, no hit
✓ approved · inference, conf 96%$0.041 · 2.1s
@agent · claimsFrontier
Adjudicate claim #88231
MCPpolicy.coverage.check → ok
EKGprior auth on file, edge case
▲ escalated · conf 73%$0.038 · 1.9s
Inference/Policy Tracking
Decision basis over time
Invoices: 41% policy six months ago → 92% today. As the EKG learns, decisions move from inference to policy.
Live decision log
14:02:11INVOICE#4471Approvedpolicy · internal SLM$0.0007
14:02:08KYCacct 90871Approvedinference 96% · open-weights$0.041
14:01:57CLAIM#88231Escalatedconf 73% · frontier$0.038
Control — Foxy DEAR
Govern every agent action.
The company sets the policy. Teams write the workflows. They compile to enforceable machine policy that DEAR checks for agent action before it runs, and creates the telemetry for repair and audit.
As written · plain languagesigned #PX-12 v2
Patient Follow-Up Workflow
- After each visit, the agent confirms the patient's identity and checks that consent to contact is current.
- It reviews the visit summary and care plan so the follow-up matches what the clinician ordered.
- It drafts a follow-up message in plain language and books the next appointment in the care plan.
- It records the interaction in the patient record and notifies the care team.
Corporate Policy — AI Agents
- Only clinical and care-coordination staff may direct patient-facing agents.
- Agents must mask all patient health information before sending anything to a model.
- Agents give no clinical advice; any clinical question is held for a clinician to review and sign off.
- Agents may contact patients only through approved secure channels, never standard SMS or email.
- Every action an agent takes is logged and retained for audit.
As enforced · machine policyowner: Clinical Gov.
identity
role ∈ {clinician, care_coordinator}
data
phi.fields mask → tokenizeconsent require active
systems
ehr.encounter readehr.careplan read
ehr.note write
tools
appointment.schedule allowcareteam.notify allow
gateway / api
portal.secure allowsms / email deny (PHI)
api.external deny
approval
clinical_advice require clinician_signoff
audit
all log → 7y (HIPAA)
Enforced live · each agent's telemetry shows the policy subset checked, pre-execution
● @agent · scheduling
Book follow-up · Pt #4471
✓ role ok · ✓ consent active · ✓ PHI masked
appointment.schedule · executed · 8ms
appointment.schedule · executed · 8ms
● @agent · messaging
Text results to patient
gateway: sms · deny (PHI)
✕ blocked · routed to secure portal · 6ms
✕ blocked · routed to secure portal · 6ms
● @agent · triage
Advise on symptoms
approval: clinical_advice · sign-off required
▲ held for clinician review · 7ms
▲ held for clinician review · 7ms
Accountability — Foxy Telemetry
Customized dashboards to manage security and performance
Real-time information for you to manage the security, performance, ad cost of your growing agent fleet.
Agent Monitor
Technology · the controls to ensure performance & security
● 23 agents live·
20 healthy·
2 escalated·
1 broken
Agents by workflow
Accounts payable8● healthy
Patient follow-up5▲ 1 escalated
Claims adjudication6✕ 1 broken
Customer onboarding4● healthy
Model drift
low · stable 14d
Benchmark · invoice-match
model in use · 99.2%
candidate · 97.1%
Access request · 1 pending
@agent · support → crm.cases (read)
approvedenyscope ▾
AUDITDIAGNOSE
ROI Dashboard
P&L owners · cost & performance attribution to ensure ROI
67%
captured
By workflow · agents · process KPI · cost / mo
Accounts payable8-42% cycle$310
Patient follow-up5+18% adher.$180
Claims6-37% TAT$420
Onboarding4-29% time$140
Token use · MTD
48.2M · $1,050
Spend · weekly → projected
MTD $1,240 · proj $1,990