Enterprise Prompt Management Scorecard

1. Q1Can the platform become an authoritative source for shared enterprise prompts?
2. Q2Can prompts be organized using multiple dimensions?
3. Q3Can users reliably search and discover existing prompts?
4. Q4Can existing prompts be imported and exported efficiently?
5. Q5Can the platform identify or reduce duplicate prompt creation?

1. Q6Can each important prompt have an accountable owner?
2. Q7Can ownership be associated with teams or functions as well as individuals?
3. Q8Can ownership be reassigned when employees change roles or leave?
4. Q9Can the system surface orphaned or unmaintained prompt assets?

1. Q10Does the platform maintain full prompt version history?
2. Q11Can users compare versions and see exactly what changed?
3. Q12Is every material change attributable to a user or process?
4. Q13Can authorized users restore or roll back earlier versions?
5. Q14Can applications or users reference stable approved versions rather than an uncontrolled latest draft?

1. Q15Can teams test prompt variants before release?
2. Q16Can prompts be evaluated against representative test cases or datasets?
3. Q17Can the enterprise define workflow-specific evaluation criteria?
4. Q18Can performance be compared across prompt versions, models, or configurations?
5. Q19Can evaluation evidence and production feedback inform future revisions?

1. Q20Does the platform support role-appropriate access control?
2. Q21Can edit, approve, deploy, and administrative permissions be separated?
3. Q22Can different prompts or use cases have different review requirements?
4. Q23Are approval and governance decisions recorded in an audit history?
5. Q24Can governance state affect whether a prompt may actually be used or deployed?

1. Q25Can the organization determine which prompts and versions are actually being used?
2. Q26Can usage be understood by relevant application, workflow, team, or organizational context?
3. Q27Can the organization see outcome, quality, feedback, or other execution signals where required?
4. Q28Can telemetry be exported or integrated with the enterprise’s wider AI and data stack?

1. Q29Can prompts move through defined lifecycle states?
2. Q30Can lifecycle transitions have permissions or required reviews?
3. Q31Can obsolete prompts be deprecated without erasing historical records?
4. Q32Can the organization identify assets that require review, maintenance, or retirement?

What is the PromptFluent CONTROL Framework?

CONTROL is PromptFluent's seven-dimension framework for evaluating enterprise prompt management: Centralization, Ownership, New-Version Discipline, Testing and Measurement, Rules and Review, Observability, and Lifecycle. Each dimension covers one capability that separates a prompt library from prompt management — where the authoritative prompt lives, who owns it, what changed and who approved it, what evidence exists that a change is an improvement, what governance actually constrains, what is running in production, and what should be retired.

What does the 32-question scorecard measure?

It measures observed platform capability against 32 questions distributed across the seven CONTROL dimensions. Each question is scored 0–4 — 0 not supported, 1 manual or workaround required, 2 partially supported, 3 fully supported, 4 fully supported and enforceable or automated — giving a raw maximum of 128 points. The questions are published in full on this page so evaluation committees, procurement teams and vendors can prepare against the same criteria before a demonstration begins.

How does the weighted score work?

Because the seven dimensions contain different numbers of questions, raw points are never multiplied by a weight directly. For each dimension the points earned are divided by that dimension's own maximum to produce a normalized percentage, which is then multiplied by the dimension's weight. The seven weighted results are summed to give a weighted score out of 100. The tool blocks scoring until the weights total exactly 100%, because the 0–100 scale only holds when they do.

Why is weighted evaluation better than judging vendor demos informally?

An unstructured demo rewards whichever product demonstrates most impressively, which is rarely the same as the product that covers what the organization depends on. Weighting forces the evaluation committee to state its priorities before it sees a demonstration, then scores every vendor against that fixed allocation — so the comparison is between platforms rather than between sales presentations.

Can I change the default weights?

Yes, and most organizations should. The default allocation — Centralization 15%, Ownership 10%, New-Version Discipline 15%, Testing and Measurement 20%, Rules and Review 15%, Observability 15%, Lifecycle 10% — is PromptFluent's suggested starting framework, not an industry standard. The tool ships presets for regulated enterprises, production LLM and software teams, and professional-services organizations, and every dimension can be set manually.

Should the score decide which platform we buy?

No. The purpose of the scorecard is to force consistent comparison, not to produce a purchase decision. Scores should inform vendor selection alongside architecture, security, integration requirements, implementation fit, strategic priorities and other enterprise requirements. The highest number does not automatically identify the right platform.

Is the scorecard free, and is my evaluation data sent anywhere?

The scorecard is free and requires no sign-up. Your answers, evaluator notes, the platform name and your organization stay in your own browser — they are saved to local storage so a partly finished evaluation survives a reload, and they are rendered into the PDF you export. None of that content is transmitted to PromptFluent or to any analytics service.

What is in the exported report?

A print-ready evaluation report of roughly nine pages: a branded cover naming the platform, evaluator and date; an executive summary with the weighted score, raw score and flag count; the full CONTROL results table and radar chart; dimension-by-dimension detail with every question, score and evaluator note; the evaluation flags and the scoring methodology; and a closing page on PromptFluent's approach to enterprise prompt management. The report paginates around your own notes, so nothing is clipped and every page marker is accurate.