The Problem AIM Is Built to Solve
Decision Made Early.
System Understood Late.
Across government, healthcare, and defense, the largest technology failures share a structural characteristic: the full system was not understood at the time the decision was made.
These weren't failures of funding or talent. They were failures of decision visibility.
Decision
Made early, often under pressure, with incomplete system data
Understanding
Arrives after commitments are made, contracts signed, vendors selected
Cost
Absorbed over years in overruns, re-work, and failed modernization
Documented Cases
The following are publicly documented examples drawn from federal records, independent audits, and credible news sources. Each follows the same structural pattern.
Healthcare.gov Rollout
United States, 2013The federal Health Insurance Marketplace launched in October 2013 and immediately failed under real-world load. The system — built by multiple contractors with poor coordination and no unified integration testing — crashed on launch day and remained largely non-functional for weeks.
The initial build cost approximately $500 million. Emergency recovery efforts — including a “tech surge” that brought in outside engineers to stabilize the system — added hundreds of millions more. Total government expenditure on Healthcare.gov infrastructure and remediation reached into the $1 billion+ range by 2014.
The failure was not a technology problem. It was a coordination and system visibility problem: multiple contractors built components that were never properly integrated or tested as a complete system before launch.
Total Impact
$1B+
Build + recovery
The Pattern
Decision made → launched before system integration was verified → understood only after public failure.
CommonSpirit Health EHR Outage
United States, 2022In October 2022, CommonSpirit Health — one of the largest nonprofit hospital systems in the United States — suffered a ransomware attack that triggered a cascade failure across its electronic health record systems. Hospitals across multiple states reverted to manual processes. Patient appointments were canceled. Care delivery was disrupted for weeks.
CommonSpirit disclosed the financial impact in filings: $150 million in losses reported by February 2023, revised upward to $160 million by May 2023 — covering lost revenues, remediation costs, and recovery infrastructure, exclusive of insurance recoveries.
The underlying issue: a complex EHR integration across hundreds of facilities had interdependencies that were not fully mapped. When one system failed, the failure propagated across the network in ways the organization was not prepared to contain.
Impact
$160M
Disclosed losses
The Pattern
System appeared stable → unmapped dependency load revealed cascading gaps → understood only after patient care was disrupted.
U.S. Department of Defense ERP Modernization
United States, OngoingAcross Army, Navy, and Air Force ERP modernization programs, the DoD has spent over $10 billion on systems intended to unify financial and logistics operations. Several programs were scaled back or cancelled after years of cost overruns. The Air Force's ECSS program was cancelled after consuming over $1 billion without delivering an operational system.
The Department of Defense has failed its congressionally mandated full financial audit every year it has been required to attempt one. A core contributing factor, documented by the GAO, is the fragmented and non-interoperable nature of financial systems across branches — the result of independent architecture decisions made over decades without unified system visibility.
The DoD did not lack funding or technical talent. It lacked coherent system-level decision alignment across the full architecture.
Spent
$10B+
Across ERP programs
The Pattern
Fragmented decisions across branches → no unified architecture strategy → interoperability failures discovered after billions committed.
UK NHS National Programme for IT (NPfIT)
United Kingdom, 2003–2011The NHS National Programme for IT was one of the largest civilian IT programs ever attempted — intended to deliver a unified electronic patient record system across the entire English NHS. After nearly a decade of delays, cost overruns, and failed implementations, the programme was dismantled in 2011.
The UK National Audit Office estimated the programme cost approximately £10 billion (approximately $12–15 billion USD) before cancellation. Major contractors, including Accenture, exited the programme mid-delivery.
The core failure: top-down architecture decisions were made without sufficient understanding of how individual NHS trusts and hospitals actually operated. The system could not adapt to the operational reality it was meant to serve.
Cost
£10B
~$12–15B USD
The Pattern
Architecture decided centrally → operational reality of individual hospitals not captured → system could not deliver → abandoned after £10 billion.
U.S. State Unemployment Systems — COVID-Era Failure
United States, 2020–2023During the COVID-19 pandemic, state unemployment systems across the country collapsed under demand they were never designed to handle. California, Florida, New York, and others processed unemployment claims through systems built decades earlier — patched repeatedly but never re-architected.
The consequences were severe: systems crashed under load, processing delays left millions waiting months for benefits, and — critically — systems could not detect or prevent fraud at scale. The Department of Labor estimated that more than $100 billion in fraudulent unemployment claims were paid across states during this period, enabled in large part by systems that lacked the architecture to verify or respond at scale.
These states did not choose to have vulnerable systems. They had made incremental modernization decisions for years — each individually defensible, collectively compounding — without ever having a complete view of what they had built or what it could withstand.
Fraud Losses
$100B+
Estimated nationwide
The Pattern
Incremental decisions layered over aging architecture → no holistic system visibility → catastrophic failure when real-world demand arrived.
The Common Thread
Across all five cases — federal, state, healthcare, defense, and international — the organizations involved were not reckless. They were not underfunded. They were not without skilled teams.
What they lacked, in each case, was full system visibility at the moment the decision was made. By the time the gaps became visible — through an outage, an audit failure, a cost explosion, or a contractor walkout — the commitment was already in motion. Changing course became expensive, slow, and in some cases, impossible.
This is not a new problem. It is a structural one. And it is the problem AIM is built to interrupt.
What Structured Visibility Changes
AIM does not claim it would have prevented these specific failures. What it provides is the structured, vendor-agnostic system visibility that was absent in each case — delivered before the decision, not after.
Complete architecture mapping
Infrastructure, dependencies, integrations, and vendor relationships mapped and visible before procurement begins.
Dependency and risk surfacing
Integration choke points, single points of failure, and vendor lock-in risks identified before they become costly surprises.
Vendor-agnostic scoring
Every option scored against your constraints without vendor influence. No preferred stacks. No implementation revenue bias.
Defensible decision artifacts
Outputs that stand on their own — a white paper, an RFP, a vendor brief — that can be reviewed, audited, and defended under scrutiny.
The Cost of Visibility vs. the Cost of Being Wrong
Documented Failure Costs
Sources cited below. Amounts represent documented or estimated totals including recovery costs and downstream impact.
AIM Platform Pricing
The cost of AIM is negligible compared to the cost of a single misaligned decision.
Sources
All cases reference publicly available records, federal audits, and credible news reporting. Cost figures represent documented or independently estimated totals; actual figures may vary.
- [1] Reuters, CNN, and ProPublica — reporting on Healthcare.gov launch and recovery costs (2013–2014). U.S. Government Accountability Office, “Healthcare.gov: CMS Has Taken Steps to Address Problems, but Needs to Further Implement Systems Development Best Practices” (GAO-15-238). gao.gov →
- [2] Reuters — “CommonSpirit Health says hackers accessed patient data during cyberattack” (2022). Financial impact figures sourced from CommonSpirit’s own unaudited quarterly filings (Q2 FY2023), as reported by TechTarget HealthTech Security (May 2023) and BankInfoSecurity (Feb 2023). techtarget.com →
- [3] U.S. Government Accountability Office — Multiple reports on DoD ERP modernization, including GCSS-Army, Navy ERP, and Air Force ECSS cancellation. See GAO-12-134, GAO-17-186, and DoD financial audit reporting. gao.gov →
- [4] UK National Audit Office — “The National Programme for IT in the NHS: an update on the delivery of detailed care records systems” (HC 888, May 2011). BBC News and The Guardian coverage of NPfIT cancellation. nao.org.uk →
- [5] U.S. Department of Labor Office of Inspector General — “COVID-19: Unprecedented UI Benefits Paid as Overpayments and Fraud Continue to Be Concerns” (2021–2023). Reuters and NBC News reporting on state-level unemployment fraud losses. oig.dol.gov →
See Your Systems Before You Commit
AIM delivers vendor-agnostic architectural analysis and procurement-ready documentation — before the decision is made, not after.
Or explore how AIM works before you decide.