Continuous Earned Value Management (EVM) Analysis — Detect Schedule/Cost Variances & Draft Corrective Action Plans
Defense contractors instantly spot cost and schedule overruns before government auditors do. This autonomous agent monitors project health and drafts corrective action plans, giving you a high-value compliance tool to sell to government suppliers.
The problem today
< 0.85
performance index score that triggers a government audit
3-4 weeks
wasted waiting for monthly reports to spot cost variances
$20M+
contract value at risk from compliance blind spots
Marcus Delgado is the Director of Program Controls at a 200-person defense contractor in Huntsville, Alabama, managing EVM compliance across five active cost-type contracts. His specific nightmare is the 72-hour window at the end of every reporting cycle when he's simultaneously closing actuals, writing CAP narratives for variances he just found, and praying none of his CPI values crossed 0.85 — because he won't know for certain until the data is already in front of DCMA.
01The Problem
Variances surface after the reporting window closes, leaving no time to intervene before DCMA sees the numbers.
Crossing this threshold without warning converts a manageable variance into formal surveillance and hundreds of staff hours on a Corrective Action Request.
Narratives written the night before a CPR is due document problems that existed for weeks but were never quantified in time to act on.
Each CPR and IPMR cycle pulls a senior analyst off program work to draft EVM narrative sections from a blank page.
Overrun trajectories buried in raw Costpoint exports go unread until a meeting flags them, at which point fee is already at risk.
On smaller contracts, the program manager absorbs EVM analysis, CAP writing, and DCMA liaison at once — and compliance gaps follow.
02The Solution
Solution Brief
Fictional portrayal · illustrative
- Marcus runs EVM compliance across five DFARS-covered contracts
- Actuals, CAP narratives, and CPR delivery compressed into one brutal week
- CPI breach status unknown until data is already in front of DCMA
- Breaches caught late trigger formal surveillance and hundreds of remediation hours
- VAC signals buried in Costpoint exports until fee is already at risk
- CAP narratives written at midnight document problems weeks in the making
- Marcus absorbs analyst, writer, and DCMA liaison roles — every dropped ball is a compliance exposure
- Agent monitors CPI continuously against configured thresholds — flags breaches weeks before monthly close
- CAP narrative generated from variance data; Marcus reviews and edits, not writes from scratch
- CPR and IPMR narrative sections produced from the same underlying analysis
- 10-hour report-prep cycle compressed to a focused quality check
- Costpoint-integrated tooling embedded in compliance workflow — sticky ARR with near-zero churn incentive
“I used to find out we had a CPI problem on the same day DCMA found out. Now I know about it three weeks earlier and I actually have a corrective action ready when they call. That's the whole game.”
— Marcus Delgado is the Director of Program Controls at a 200-person defense contractor in Huntsville, Alabama, managing EVM compliance across five active cost-type contracts
03What the AI Actually Does
Continuous Threshold Monitor
Watches CPI, SPI, VAC, and TCPI against configurable contract-specific thresholds in real time — not monthly. Fires an alert the moment a metric crosses a surveillance-risk boundary, giving the program team days or weeks of lead time before the CPR cycle closes.
Corrective Action Plan Drafter
When a variance breach is detected, automatically generates a working CAP narrative — pulling from the variance data, historical trend, and affected WBS elements — so the program manager edits a draft instead of writing from scratch under deadline pressure.
CPR / IPMR Narrative Generator
Produces the EVM analysis sections required for Contract Performance Reports and Integrated Program Management Reports, formatted to DFARS expectations, reducing a 10-hour monthly writing task to a focused review and sign-off.
DCMA Surveillance Risk Scorer
Tracks which contracts are trending toward enhanced surveillance territory and surfaces a plain-language risk summary — so program leadership knows which programs need attention before DCMA asks the question first.
04Technology Stack
Deltek Costpoint
Client-owned
Primary source for EVM performance data (BCWS, BCWP, ACWP, BAC, EAC, ETC by WBS element). Costpoint's Earned Value module tracks performance data at t…
Microsoft Azure OpenAI Service
GPT-5.4: ~$0.005/1K input, ~$0.015/1K output. Monthly CAP narrative: ~$5–$15. Variance analysis narrative: ~$3–$8.
Generates CAP narratives, variance analysis prose, and EVM portions of CPR submissions from structured EVM data. Operates within Azure Government FedR…
Microsoft Power BI
$20/user/month
EVM dashboard providing real-time program health visualization: CPI/SPI trends, cumulative and current period performance, variance waterfall charts, …
Microsoft Azure SQL
~$185/month
Stores the historical EVM data time series (monthly snapshots of all EVM metrics by contract, WBS element, and control account). Enables trend analysi…
Microsoft Power Automate
Included
Orchestrates the autonomous monitoring loop: daily data pull from Costpoint → threshold analysis → alert generation → CAP draft routing → CPR preparat…
Deltek Costpoint (EVM Data Source)
Microsoft Azure OpenAI Service (Azure Government)
Microsoft Power BI (GCC)
Microsoft Azure SQL (Azure Government)
Microsoft Power Automate (GCC High)
05Alternative Approaches
Empower (Deltek EVM Product)
Significant additional license cost (vendor-quoted)
Deltek's Empower is a purpose-built EVMS solution that integrates natively with Costpoint, providing CPR/IPMR generation, variance analysis workflows, and DCMA reporting.
Strengths
- Native integration with Costpoint
- Purpose-built for CPR/IPMR generation
- Includes variance analysis workflows and DCMA reporting
Tradeoffs
- Significant additional license cost
- No AI-generated narrative capability
- Less flexible than custom Azure pipeline for prompt-driven narrative generation
Best for: Large prime contractors on Costpoint with high EVM reporting volume
wInsight Analytics (EVM Analytics Platform)
Premium pricing (vendor-quoted)
wInsight is a dedicated EVM analytics platform used by program controls professionals for deep EVM analysis, schedule network analysis, and risk-adjusted EAC projections.
Strengths
- Deep EVM analysis capabilities
- Schedule network analysis
- Risk-adjusted EAC projections
- Tight IMS and schedule integration
Tradeoffs
- Premium pricing
- Requires separate wInsight license
- No AI narrative generation
- Focused on analysis rather than automated reporting
Best for: Large programs with complex IMS (Integrated Master Schedule) integration requirements where EVM and schedule analysis must be tightly coupled
Manual EVM Monitoring + AI Report Assistance (Conservative)
Lower than full pipeline (reduced Azure infrastructure spend)
For programs with low variance and infrequent threshold breaches, deploy the AI narrative generation capability (variance analysis, CAP drafts, CPR Format 5) without the continuous autonomous monitoring. Program controls staff run the analysis on demand each month rather than autonomously. Reduces infrastructure cost while still providing AI assistance for the most labor-intensive reporting tasks.
Strengths
- Reduced infrastructure cost
- Still provides AI assistance for labor-intensive reporting tasks
- Simpler deployment and lower operational overhead
Tradeoffs
- No continuous autonomous monitoring
- Requires manual execution each month
- Delayed threshold breach detection compared to daily automated pipeline
Best for: Small programs with stable EVM performance where autonomous monitoring adds limited value
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