AI prompt analysis
Prompt Analysis Performance Report
313 classified prompts · Classified through Sep 30
How prompts were classified
Every prompt entered into a supported AI tool is graded securely and tagged with one or more categories.
- Healthy72%283 tags
- Waste7%30 tags
- Shadow AI19%77 tags
- Data leak2%3 tags
Healthy
Task automation or task assistance, creating real value.
Waste
Personal use or intentional sabotage
Shadow AI
Work prompts sent to AI tools or accounts the company has not approved or does not manage.
Data leak
Prompts that contain credentials, customer records or other sensitive data pasted into a model.
Classified prompts
Sorted by severity, healthy examples last · sensitive values are redacted before storage
- Data leakSep 29, 2:14 PM
Here is our full customer export, summarize churn by region: [REDACTED: 1,240 rows]
Marcus Webb · ChatGPT (personal)
- Data leakSep 24, 10:41 AM
Use this key to connect and fix the deploy script: [REDACTED: API key]
Dana Okafor · Claude
- Shadow AISep 28, 4:05 PM
Rewrite the Q3 board update so it sounds more confident
Elena Petrova · Perplexity (unsanctioned)
- Shadow AISep 26, 11:30 AM
Draft a reply to the vendor about the renewal pricing
Tomas Reyes · Gemini (unsanctioned)
- WasteSep 30, 9:12 AM
Plan my holidays
Grace Oyelaran · ChatGPT (company workspace)
- WasteSep 27, 1:48 PM
Write a joke about Mondays
Ravi Menon · ChatGPT
- HealthySep 30, 11:20 AM
Draft our annual report using these source documents. Audience is investors, keep it under 12 pages, lead with revenue and retention, and flag any figure you can't trace to a source.
Priya Natarajan · Claude (company workspace)
- HealthySep 29, 3:36 PM
Refactor the billing webhook handler to be idempotent. Keep the public interface, add tests for duplicate events, and explain each change in the PR description.
Jonas Lindqvist · Codex
| Prompt | User | Tool | Category | When |
|---|---|---|---|---|
| Here is our full customer export, summarize churn by region: [REDACTED: 1,240 rows] | Marcus Webb | ChatGPT (personal) | Data leak | Sep 29, 2:14 PM |
| Use this key to connect and fix the deploy script: [REDACTED: API key] | Dana Okafor | Claude | Data leak | Sep 24, 10:41 AM |
| Rewrite the Q3 board update so it sounds more confident | Elena Petrova | Perplexity (unsanctioned) | Shadow AI | Sep 28, 4:05 PM |
| Draft a reply to the vendor about the renewal pricing | Tomas Reyes | Gemini (unsanctioned) | Shadow AI | Sep 26, 11:30 AM |
| Plan my holidays | Grace Oyelaran | ChatGPT (company workspace) | Waste | Sep 30, 9:12 AM |
| Write a joke about Mondays | Ravi Menon | ChatGPT | Waste | Sep 27, 1:48 PM |
| Draft our annual report using these source documents. Audience is investors, keep it under 12 pages, lead with revenue and retention, and flag any figure you can't trace to a source. | Priya Natarajan | Claude (company workspace) | Healthy | Sep 30, 11:20 AM |
| Refactor the billing webhook handler to be idempotent. Keep the public interface, add tests for duplicate events, and explain each change in the PR description. | Jonas Lindqvist | Codex | Healthy | Sep 29, 3:36 PM |
Confront deliberate or unintentional misuse with the evidence in hand, then reinforce the simple prompting habits that produce clear context and production-grade output.
What makes a healthy (valuable) prompt
The healthiest prompts are those that contribute real, measurable value by automating repetitive or one-off tasks, or assisting a human in their efforts to generate deliverables related to their position. Outcomes include reduced staff time, reduced costs, reduced delivery times and increased quality and consistency.
Task automation
Hands a repeatable job to AI, such as drafting, summarizing, reformatting or routing work that would otherwise be done by hand.
Assistance with task completion
Helps get a specific piece of work over the line by reviewing, refining or debugging something already in progress.
Pricing inquiries: pricing@inspira.ai