Stop Reviewing Stale Data.
Start Fixing Problems Before They Compound.
An AI-powered performance management system that runs inside Claude. Detects metric anomalies, diagnoses root causes, and generates remediation plans. Replaces $500K consulting engagements with a managed plugin you install in 14 days.
Your dashboard shows you what happened.
It never tells you why, or what to do next.
Most businesses detect critical metric deviations 14 to 21 days after they start. By then, revenue has leaked, customers have churned, and the board is asking questions you cannot answer yet.
Blind Spots
Of strategic KPIs are monitored monthly or less. Problems compound for weeks before anyone notices.
Time Wasted
Of executive time is spent in meetings reviewing data that is already outdated by the time it is presented.
View-Only Dashboards
Of enterprise dashboards have no action triggers. They show charts. They never tell you what to do.
Preventable Losses
Average cost of 1-2 missed early warnings per year. Problems caught in week 1 cost 10x less than problems caught in month 3.
Three AI agents. One autonomous chain.
The plugin runs a Sentinel-Analyst-Architect chain inside Claude Cowork. Each agent has a defined role, hand-off protocol, and output standard.
Sentinel
Monitors your KPIs against statistical baselines. Detects anomalies using z-scores, trend analysis, and pattern breaks. Classifies severity as Green, Amber, or Red.
Analyst
Investigates root causes. Correlates across data sources, generates hypotheses, validates against evidence, and ranks causes by confidence and contribution.
Architect
Designs a 3-action remediation plan with timelines, owners, effort estimates, risk levels, and measurable success criteria. Ready for same-day execution.
Five slash commands. Full consulting stack.
- /bundlea:diagnose Run the D1-D5 master diagnostic. 40-60 hours of consulting analysis in one structured run with evidence-backed findings.
- /bundlea:strategy Generate an S3P one-page strategy. Board-ready, with pillars, pipeline model, 90-day plan, and KPI targets.
- /bundlea:kpi-setup Build a KPI dashboard with thresholds, alert rules, and industry benchmarks across 6 sectors.
- /bundlea:anomaly-check Evaluate current metrics against baselines. Detect deviations, classify severity, trigger the agent chain if needed.
- /bundlea:remediate Generate a prioritized 3-action remediation plan with root cause analysis, timelines, owners, and success criteria.
From quarterly reviews to continuous intelligence.
Before
- Detect problems 14-21 days late
- Quarterly consulting reviews with stale data
- Manual KPI tracking in spreadsheets
- Reactive firefighting after damage is done
- $500K-$5M per engagement, project-based
- Consultant availability bottlenecks
- Dashboards show numbers but no actions
After
- Detect anomalies within 15 minutes
- Continuous AI monitoring with weekly reports
- Automated threshold evaluation and alerts
- Proactive intervention before compounding
- $5K-$15K setup + predictable monthly fee
- Zero consultant dependency, always-on
- Every alert comes with a remediation plan
The math works in month one.
For a company with $50M-$500M annual revenue:
| Value Driver | Before | After | Annual Value |
|---|---|---|---|
| Problem detection time | 14-21 days | 15 min – 2 hours | $250K-$10M saved |
| Analyst overhead | 2-3 FTE managing reports | 0.5 FTE managing system | $150K-$300K saved |
| Prevented incidents | 1-2 missed warnings/year | Caught before damage | $500K-$5M saved |
| Total Annual Value | $900K – $15M |
Two ways to work with us.
Every engagement starts with a 14-day implementation. You get the full system deployed, calibrated, and operational.
$10,000
90-day engagement, fixed scope- D1-D5 diagnostic run
- S3P one-page strategy
- KPI dashboard (10 metrics)
- 1-2 data source integration
- Weekly monitoring reports
- 90-day access to plugin
- Results presentation and ROI summary
$5K-$15K setup
+ $2,000-$5,000 /month- Everything in Pilot, plus:
- Up to 25 metrics monitored
- Unlimited data source integration
- Continuous anomaly detection
- Automated remediation plans
- Monthly executive review call
- Dedicated performance analyst
- Quarterly strategic recalibration
Enterprise deployments (100+ metrics, multi-region, custom ML): Contact us for custom scope and pricing.
Built for operators, not analysts.
This system is for executives who need to act on data, not stare at it.
Best fit: CFOs, COOs, and VPs of Strategy at companies doing $10M-$500M in revenue. You already have Tableau or Power BI. You are frustrated that dashboards show you charts but never tell you what changed, why, or what to do about it.
Industries: SaaS, professional services, manufacturing, healthcare, financial services, e-commerce. The plugin ships with benchmark data for all six.
Buying triggers: You missed a quarterly target because a metric drifted for 3 weeks before anyone noticed. Your board asked for “better visibility” and you bought another dashboard tool that did not solve the problem. You spent $200K on a consulting engagement and got a PDF that sits in a drawer.
Before you reach out.
Do I need Claude Pro or Team to use this?
Yes. The plugin runs inside Claude Cowork, which requires a paid Claude subscription (Pro, Team, or Enterprise). The plugin itself is deployed and managed by us.
Can I just buy the plugin file and run it myself?
The plugin is not sold as a standalone file. The value is in calibration, threshold tuning, and ongoing monitoring. A plugin without calibration is a prompt without context. We install, configure, and manage it for you.
How long until I see results?
Diagnosis and strategy are delivered in the first week. KPI dashboard is live by day 7. First anomaly detection and monitoring cycle completes by day 14. Measurable ROI typically within 60-90 days.
What data do you need access to?
Whatever systems hold your business truth. CRM, ERP, accounting, analytics. We integrate via MCP connectors. If you cannot share system access, we work with CSV exports and manual data. The system adapts to your security requirements.
How is this different from Tableau, Power BI, or Datadog?
Those tools show you charts. This system tells you what went wrong, why, and what to do about it. Tableau does not generate remediation plans. Datadog monitors servers, not business metrics. We sit in the gap between BI tools and management consulting.
What happens when the Claude marketplace opens?
When Anthropic launches the plugin marketplace, the system will be available for self-serve installation. Until then, we offer managed deployments that include calibration and ongoing support. Early clients get priority pricing locked in.
Your next quarterly miss is already forming.
It just has not hit the dashboard yet.
Book a 30-minute call. We will run a preliminary diagnostic on your business using public data. If the system catches something real, we talk scope. If not, you lose nothing.
Book Discovery Call Enterprise Inquiry