MarketingHigh
Creation
The 90% professional AI video that does not sell
When a team generates images and videos that look almost credible, the final edits can swallow the creative ROI.
The final 10% is where trust is won or lost.
Read caseAI use cases
Where AI wastes value, and how to recover it.
Composite cases sourced from public signals: what drifts, why the cost spreads, and the non-obvious repair to install.
Failure type
Team
Severity
Context
30 case showns
Composite cases sourced from public incidents, reports, and research. No case is presented as a Harmondale client.
SupportHigh
Adoption
The chatbot nobody asked for
Installing a chatbot on a simple journey can reduce clarity, frustrate visitors, and hide the real UX problem.
When people want clarity, do not give them a conversation.
Read caseSalesMedium
Adoption
The sales copilot that writes instead of selling
An assistant that writes faster can saturate the pipeline if nobody measures real sales progression.
A faster email does not shorten the sales cycle.
Read caseGrowthHigh
Leak
AI outbound that burns the domain
AI makes mass sending tempting, but weak personalization can damage deliverability and commercial reputation.
At scale, mediocre personalization becomes spam.
Read caseMarketingMedium
Adoption
AI SEO content nobody reads
Producing dozens of AI pages without proof or a distinct angle creates indexable noise, rarely demand.
Publishing more can make you easier to ignore.
Read caseCXMedium
Trust
AI personalization that sounds fake
When AI personalizes tone without personalizing action, the experience feels attentive but remains useless.
Customers can feel synthetic intimacy.
Read caseOpsMedium
Adoption
The workslop deck that moves the work
A clean AI-generated deck can look finished while forcing readers to rebuild the reasoning, sources, and decision.
A beautiful deck can still be debt sent to someone else.
Read caseOpsMedium
Decision
The meeting summary without decisions
An automatic meeting summary can create memory without commitment when owners, dates, risks, and decisions stay vague.
More memory does not create more execution.
Read caseFinance/OpsHigh
Decision
AI reporting that invents confidence
A fluent AI report can make weak or stale numbers feel reliable before the data lineage has earned that confidence.
A confident paragraph can make a weak number dangerous.
Read caseSupport/OpsHigh
Quality
RAG connected to messy documentation
Connecting AI to a messy knowledge base can make obsolete procedures easier to trust and harder to challenge.
RAG does not tidy the company for you.
Read caseITHigh
Leak
Shadow AI that starts with copy-paste
Unapproved AI often starts as a useful gesture, then quietly exposes customer data, costs, and control.
The leak begins as a useful copy-paste.
Read caseFinance/ITMedium
Spend
Paid AI seats left dormant
Buying AI seats for a whole team can signal adoption while hiding the absence of repeatable business value.
A paid seat is not adoption.
Read caseIT/OpsMedium
Spend
The AI tool war
When every team chooses its own AI assistant, autonomy rises locally while spend, policy, and control blur globally.
The question is not which tool wins. It is which capability deserves to exist.
Read caseHR/OpsLow
Adoption
AI training that teaches tricks
Training teams on prompt tricks can create excitement without giving them workflow rules, review habits, or value criteria.
A prompt trick is not an operational skill.
Read caseHRHigh
Drift
Roles drifting toward doing AI
When a role becomes defined by using AI instead of producing value, motivation and accountability begin to drift.
A job cannot be defined by the tool it uses.
Read caseLeadershipMedium
Drift
The ghost manager assistant
AI can help a manager prepare, but it becomes harmful when it carries the relational responsibility of feedback.
Feedback that is too smooth can be absence in disguise.
Read caseData/LeadershipHigh
Decision
The dashboard that amplifies bad KPIs
Automating a dashboard gives authority to its metrics, even when those metrics never described the real performance.
A bad KPI in real time is just a faster mistake.
Read caseProcurementMedium
Decision
The procurement agent optimizing the wrong criterion
An agent that ranks options by visible cost can miss supplier exceptions, delays, and risks that create the true price.
The cheapest answer can become the most expensive one.
Read caseFinance/OpsMedium
Quality
Automated invoices hiding exceptions
Invoice automation helps on standard cases, but the ROI breaks when ambiguous exceptions pass without a clear queue.
The average invoice is not the one that hurts.
Read caseIT/OpsMedium
Leak
Internal support becoming a workaround
An internal support agent can reduce visible requests while creating a parallel path outside owned processes.
A ticket drop can be a visibility loss.
Read caseSales/MarketingMedium
Quality
AI translation that breaks precision
A fluent AI translation can distort product terms, promises, and commercial limits while still reading naturally.
Fluent does not mean exact.
Read caseTechHigh
Security / Technology
Vibe coding that touches production
A code agent can accelerate prototypes, but it becomes dangerous when it can operate near real data or live systems.
The agent moved fast. Production disappeared.
Read caseTechHigh
Security / Technology
AI code that works but is vulnerable
Generated code can pass functional tests while introducing weak validation, secrets, injections, or broken permissions.
Green tests do not validate security.
Read caseTechHigh
Drift / Technology
Technical debt at prompt speed
Generating more code without increasing review time can turn velocity into accelerated technical debt.
AI did not remove debt. It accelerated it.
Read caseTechMedium
Quality / Technology
Hallucinated AI dependencies
An assistant can recommend a library, API, or option that sounds real but does not exist in the ecosystem.
The package existed only inside the model.
Read caseTechHigh
Drift / Technology
The no-code prototype that became critical
A useful no-code AI prototype can become a central process without ownership, permissions, or maintenance.
A demo became infrastructure by accident.
Read caseTechMedium
Quality / Technology
The QA agent validating its own lies
When the same AI context writes code and tests, both can encode the same false assumption with confidence.
The test suite believed the same lie as the code.
Read caseTechMedium
Decision / Technology
The data-science notebook that hallucinates cleanly
AI can produce a readable notebook and convincing charts without proving the lineage of the underlying data.
The chart looked right because nobody retraced the data.
Read caseTechHigh
Adoption / Technology
The SaaS support bot that stops learning the product
A support bot can reduce visible tickets while cutting the signal that helps product teams remove root causes.
The bot answered tickets. It stopped learning the product.
Read caseTechMedium
Decision / Technology
The Product Ops agent confusing tickets with strategy
AI clustering helps organize feedback, but ticket volume must not decide product strategy on its own.
Ticket volume is not a product strategy.
Read case