VisiCore AI — Extending X10
Agentic Delivery

The Idea Pipeline

How new offering ideas get scored, promoted, or set aside — so resources follow evidence.

New ideas are cheap. Engineering time is not. Every candidate offering goes through the same scorecard. It earns promotion with evidence, or it waits in the backlog with its reasoning saved — so settled calls never get reopened.

The App Build Qualifier

Every build idea is scored on five weighted criteria (0–5 each, from discovery questions) before it gets resources:

CriterionWeightWhat it measures
Pain0.30Operational problems, manual effort, engineers affected
Cost0.25Engineer-hours consumed, licensing overruns, downtime dollars
Risk0.20Compliance exposure, SLA breaches, outage potential
Status quo0.15Cost and fragility of the current workaround
Urgency0.10Renewal dates, mandates, allocated budget
Weighted totalDecision
3.5 – 5.0Build it — complete the app spec and select a managed-service tier
2.0 – 3.4Qualify further — run a deeper discovery on the lowest-scored criteria
0.0 – 1.9Pass — archive and revisit in 90 days

A GO decision also picks a managed-service wrapper tier (Standard / Enhanced / Premium) with its SLA, deployment model, and pricing.

The scored portfolio

The two committed products came out on top. Everything else is backlog. It waits for a real decision, for incubation, or for the set-aside list below.

IdeaScoreStatus
Health-Check AI4.55Shipped as X10 Dividend
Token Tracker / Token Cop4.30Caveated Phase 2 candidate — vendor-neutral AI-spend observability (#108)
Pipeline Topology MapperBacklog — CLI maps data flow source to destination for audits and migrations (#109)
GoatOptimize4.30Folds into agentic delivery unless a customer asks
Alert Fatigue Assassin3.95Archived — Splunk AI Assistant 2.0 covers it natively
Medallion Mapper3.80Incubate
Config Audit Bot3.75Runtime-AI risk; incubate only
Prompt Firewall3.60Incubate with AI governance, never standalone
GoatRoute3.55Runtime-AI risk; hold
Runbook Generator3.50Incubate as a managed-service attach
CIS Compliance Whisperer3.40Qualify further; mature GRC competition
Collector Forge3.35Qualify further; Cribl roadmap risk
SOW Accelerator2.75Internal-use first
Telemetry Data Co-op2.10Deferred; regulatory and data-access risk

Promotion rule

A backlog idea moves onto a worklist only when all five hold:

  1. A decision is recorded in the decisions register.
  2. A named owner accepts it.
  3. A customer or internal-delivery use case gives evidence.
  4. There is a clear answer to "what if the vendor builds this in?"
  5. It offers unique value beyond X10 Dividend, Vizzy, or agentic delivery.

Set aside, with reasoning preserved

Prompt Firewall

What it was: A gateway between customer users and outside LLMs. It strips PII, secrets, and injection attempts before a prompt leaves the company.

Why it was proposed: Companies worry about engineers pasting API keys or customer data into public AI tools.

Why it is set aside: Cloudflare (AI Gateway), Microsoft, and Palo Alto Networks build this right into enterprise network gear. Competing with big security vendors on a firewall product is not where VisiCore's value lies.

GoatRoute

What it was: LLM-generated Cribl routing logic — JavaScript and regex rules from plain English.

Why it was proposed: Writing Cribl routing rules by hand is slow, specialized, and easy to get wrong.

Why it is set aside: This is a runtime-AI feature the platform already owns — Cribl Copilot covers it. An outside version would just copy the vendor, not add to it.

Alert Fatigue Assassin

What it was: SOC/NOC noise reduction — dedupe, correlate, and quiet alert noise without missing true positives.

Why it was proposed: Analyst burnout is real, and a missed breach buried in false-positive noise costs millions.

Why it is set aside: Splunk AI Assistant 2.0 with Agent Mode handles this on its own, built right into Splunk Enterprise Security. An outside tool would just copy a feature the platform already has.

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