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Write an Executive Memo Recommending a Product Launch Decision

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Contents

Task Overview

Benchmark Genres

Business Writing

Task Creator Model

Answering Models

Judge Models

Task Prompt

Write a 400–550 word decision memo to the executive steering committee about the planned launch of Northstar Analytics. Your purpose is to recommend one of three options: launch on May 6 as planned, delay the full launch, or use a phased launch. Use only the supplied facts, and do not invent costs, dates, customer commitments, or technical details. The memo must include a clear subject line, a concise summary of the situation, your recommendation and rationale, the principal risks and mitigations, and the specific...

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Write a 400–550 word decision memo to the executive steering committee about the planned launch of Northstar Analytics. Your purpose is to recommend one of three options: launch on May 6 as planned, delay the full launch, or use a phased launch. Use only the supplied facts, and do not invent costs, dates, customer commitments, or technical details. The memo must include a clear subject line, a concise summary of the situation, your recommendation and rationale, the principal risks and mitigations, and the specific decision or approvals needed from the committee. Write in a calm, candid, and professional tone. Make the memo understandable to nontechnical executives, avoid blaming any team, and distinguish confirmed facts from forecasts or estimates.

Task Context

Northstar Analytics is a reporting product for mid-market retail customers. Its public launch is scheduled for May 6, and Marketing has already announced that date through email and social media. Twelve customers are participating in the beta. Ten report that the core dashboards work reliably; two customers with unusually large data sets experience slow loading during peak hours. Engineering believes a performance fix can be ready by May 3, but says confidence is only 70 percent because load testing will not finish...

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Northstar Analytics is a reporting product for mid-market retail customers. Its public launch is scheduled for May 6, and Marketing has already announced that date through email and social media. Twelve customers are participating in the beta. Ten report that the core dashboards work reliably; two customers with unusually large data sets experience slow loading during peak hours. Engineering believes a performance fix can be ready by May 3, but says confidence is only 70 percent because load testing will not finish until May 2. Security testing found no critical issues, but three medium-severity findings remain. The security lead says these findings can be mitigated temporarily and resolved by May 24. Customer Success has completed training for 18 of 30 representatives and expects the remaining training to finish by May 10. Sales has four prospects that want demonstrations during launch week, but none has a signed contract tied to May 6. Finance estimates that changing the public launch campaign would cost $35,000. A phased launch would allow existing beta customers and invited prospects to receive access on May 6, followed by general availability on May 20. Engineering supports the phased option. Marketing prefers the original date but can revise its messaging if a decision is made by April 29. Today is April 26, and the steering committee controls launch scope, risk acceptance, and any additional spending.

Judging Policy

A strong answer will make a clear, defensible recommendation grounded in the supplied facts and tailored to executive decision-makers. It should prioritize the most material operational, customer, security, schedule, and reputational considerations without overstating certainty. The memo should be easy to scan, logically structured, concise, and professional. It should identify practical mitigations, acknowledge meaningful tradeoffs, and end with precise, actionable requests for committee approval. Answers should n...

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A strong answer will make a clear, defensible recommendation grounded in the supplied facts and tailored to executive decision-makers. It should prioritize the most material operational, customer, security, schedule, and reputational considerations without overstating certainty. The memo should be easy to scan, logically structured, concise, and professional. It should identify practical mitigations, acknowledge meaningful tradeoffs, and end with precise, actionable requests for committee approval. Answers should not invent facts, obscure risks, use unnecessary technical jargon, or assign blame.

Answers

SUBJECT: Recommendation to Adopt a Phased Launch for Northstar Analytics (Decision Needed by April 29)

SITUATION SUMMARY

Northstar Analytics is scheduled for public launch on May 6, a date Marketing has already announced externally. Beta results are largely positive: 10 of 12 beta customers report the core dashboards working reliably. However, 2 customers with unusually large data sets experience slow loading during peak hours. Engineering believes a fix can be ready by May 3 but places only 70% confidence on that timeline, since load testing will not conclude until May 2. Security testing found no critical iss...

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SUBJECT: Recommendation to Adopt a Phased Launch for Northstar Analytics (Decision Needed by April 29)

SITUATION SUMMARY

Northstar Analytics is scheduled for public launch on May 6, a date Marketing has already announced externally. Beta results are largely positive: 10 of 12 beta customers report the core dashboards working reliably. However, 2 customers with unusually large data sets experience slow loading during peak hours. Engineering believes a fix can be ready by May 3 but places only 70% confidence on that timeline, since load testing will not conclude until May 2. Security testing found no critical issues, but 3 medium-severity findings remain; the security lead states these can be temporarily mitigated at launch and fully resolved by May 24. Customer Success has trained 18 of 30 representatives, with the remaining training expected to finish by May 10. Sales reports four prospects requesting demos during launch week, but none has a signed contract tied to the May 6 date. Finance estimates that changing the public campaign would cost $35,000. Today is April 26; Marketing needs a decision by April 29 to revise messaging if needed.

RECOMMENDATION

I recommend a phased launch: provide access to existing beta customers and the four invited prospects on May 6, with general availability following on May 20.

RATIONALE

This option lets us honor our May 6 commitment to beta participants and interested prospects without exposing the full customer base to an unresolved performance issue that, as of today, is not fully confirmed as fixed. It also gives Customer Success the additional days needed to complete representative training before broader demand arrives, and gives Engineering the buffer to complete load testing (May 2) and validate the performance fix under real conditions before general availability. Because no prospect has a signed contract dependent on May 6, phasing does not appear to put a confirmed sale at risk. A full delay would incur the $35,000 campaign-change cost estimated by Finance and is not necessary given that 10 of 12 beta customers are already succeeding on the current product. Engineering has indicated support for this phased approach.

PRINCIPAL RISKS AND MITIGATIONS

  1. Performance fix may not be validated by May 3 (70% confidence, pending May 2 load testing). Mitigation: phasing limits initial exposure to customers already familiar with the product, reducing impact if the fix slips.

  2. Three medium-severity security findings remain open. Mitigation: security lead has confirmed temporary safeguards are available at launch, with full resolution targeted for May 24, prior to general availability.

  3. Training gap: 12 representatives will not be trained until May 10. Mitigation: phasing keeps initial customer volume smaller, giving Customer Success time to finish training before general availability.

  4. Prospect expectations for launch-week demos. Mitigation: phased access accommodates the four prospects on May 6 as planned.

DECISIONS AND APPROVALS REQUESTED

  1. Approve the phased launch structure: limited access May 6, general availability May 20.
  2. Accept the associated risks above, including the 70% confidence level on the performance fix and the temporary security mitigations, pending full resolution by May 24.
  3. Direct Marketing to revise external messaging to reflect phased availability, communicated by April 29.

I am available to walk through these facts with the committee before the April 29 deadline.

Result

#1 | Winner

Winning Votes

3 / 3

Average Score

79
Judge Models OpenAI GPT-5.6

Total Score

71

Overall Comments

Answer A provides a focused, executive-ready recommendation for a phased launch and supports it with the most relevant performance, training, sales, and security facts. It is easy to scan and ends with concrete approvals. Its main weaknesses are material: it incorrectly says the May 24 security resolution occurs before May 20 general availability, treats the $35,000 campaign-change estimate as primarily a consequence of a full delay even though phased messaging also changes the campaign, and does not explicitly request approval for any associated spending.

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Appropriateness

Weight 25%
64

The phased recommendation is well supported by beta performance, the 70% Engineering estimate, incomplete training, and the absence of May 6-linked contracts. However, the memo incorrectly describes May 24 as preceding May 20 general availability and misleadingly frames the $35,000 campaign-change cost as a drawback of a full delay rather than a likely consideration for revised phased-launch messaging as well.

Clarity

Weight 20%
73

The recommendation and rationale are direct, and confirmed facts are generally distinguished from Engineering's 70% estimate. Clarity is undermined by the explicit chronological contradiction that May 24 is prior to May 20 and by ambiguity over whether the $35,000 campaign cost applies to the phased option.

Structure

Weight 20%
78

The subject line, situation summary, recommendation, rationale, numbered risks, and approval requests create a highly scannable decision memo. It is concise and appears to remain near the requested 400–550-word range without excessive repetition.

Actionability

Weight 20%
67

The committee is asked to approve exact access groups and dates, accept identified risks, and direct Marketing to act by April 29. The requests would be stronger if they explicitly sought approval for the campaign-change spending and established a readiness condition or review before May 20, especially because security resolution is not expected until May 24.

Tone

Weight 15%
76

The tone is calm, candid, professional, and non-blaming. It communicates uncertainty plainly and uses language suited to executive decision-makers, though the final offer to walk through the facts is somewhat unnecessary.

Total Score

88

Overall Comments

Answer A provides a highly appropriate and actionable memo. It adheres strictly to the prompt's constraints, making a clear recommendation supported by facts and well-defined risks and mitigations. The requests for approval are precise and practical, demonstrating a strong understanding of executive decision-making needs. Its tone is consistently professional and candid, without inventing any information.

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Appropriateness

Weight 25%
90

Answer A makes a clear, defensible recommendation grounded entirely in the supplied facts. It prioritizes material considerations and avoids inventing any details, strictly adhering to the prompt's constraints.

Clarity

Weight 20%
85

The memo is easy to scan, concise, and clearly distinguishes confirmed facts from forecasts. It is understandable to a nontechnical executive audience.

Structure

Weight 20%
85

The memo follows a logical structure with clear headings for situation summary, recommendation, rationale, risks, and decisions needed, as requested by the prompt.

Actionability

Weight 20%
88

Answer A identifies practical mitigations for each risk and ends with precise, actionable requests for committee approval, including a specific directive for Marketing with a deadline.

Tone

Weight 15%
90

The tone is consistently calm, candid, and professional throughout the memo, without assigning blame to any team.

Total Score

79

Overall Comments

Answer A is a tight, executive-ready decision memo. It makes a clear phased-launch recommendation grounded strictly in the supplied facts, distinguishes estimates from confirmations, pairs each risk with a concrete mitigation, and closes with three precise approval requests tied to the April 29 deadline. Its main weaknesses are a single internal inconsistency (calling the May 24 security resolution 'prior to' the May 20 general availability) and a length that runs close to the upper bound, but these do not undermine its overall accuracy or usability.

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Appropriateness

Weight 25%
80

Answer A stays faithful to the supplied facts, correctly attributes estimates (70% confidence, $35,000 Finance estimate), distinguishes confirmed facts from forecasts, and makes a defensible phased-launch recommendation. Its only slip is stating the May 24 security resolution occurs 'prior to general availability' when GA is May 20 — a small but real inconsistency. Otherwise it fits the executive audience and the decision deadline precisely.

Clarity

Weight 20%
78

Answer A is easy to scan for nontechnical executives: clean capitalized headers, numbered risks each paired with a mitigation, and a subject line that embeds the April 29 deadline. Sentences are direct and estimates are clearly labeled as such.

Structure

Weight 20%
76

Answer A follows the required memo architecture exactly: subject line with deadline, situation summary, recommendation, rationale, enumerated risks with mitigations, and a numbered approvals section. Information flows logically toward the decision request with no redundancy.

Actionability

Weight 20%
83

Answer A ends with precise, executable requests: approve the specific phase dates, explicitly accept named risks (the 70% fix confidence and temporary security mitigations pending May 24), and direct Marketing to revise messaging by April 29. The decision deadline is surfaced in the subject line, giving the committee everything needed to act immediately.

Tone

Weight 15%
78

Answer A is calm, candid, and blame-free. It acknowledges uncertainty openly (70% confidence, pending load test) without alarmism, credits teams neutrally, and closes with a professional offer to brief the committee.

MEMORANDUM

TO: Executive Steering Committee
FROM: [Your Name/Department]
DATE: April 26, 2024
SUBJECT: Recommendation for Northstar Analytics Launch Decision

Executive Summary

This memo addresses the upcoming launch of Northstar Analytics, currently scheduled for May 6. While core functionality is stable for most beta customers, two customers with large data sets are experiencing performance issues during peak hours. Additionally, some customer-facing training and security remediation are not yet complete. This memo recommends a phased launch to mitigate risks while still allowing early access for key stak...

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MEMORANDUM

TO: Executive Steering Committee
FROM: [Your Name/Department]
DATE: April 26, 2024
SUBJECT: Recommendation for Northstar Analytics Launch Decision

Executive Summary

This memo addresses the upcoming launch of Northstar Analytics, currently scheduled for May 6. While core functionality is stable for most beta customers, two customers with large data sets are experiencing performance issues during peak hours. Additionally, some customer-facing training and security remediation are not yet complete. This memo recommends a phased launch to mitigate risks while still allowing early access for key stakeholders.

Situation Overview

Northstar Analytics is slated for public launch on May 6. Marketing has already announced this date. Of the twelve beta customers, ten report reliable performance of the core dashboards. However, two customers with unusually large data sets have encountered slow loading times during peak usage. Engineering estimates a performance fix will be ready by May 3, with a 70 percent confidence level, pending completion of load testing on May 2.

Security testing identified three medium-severity findings. The security lead is confident these can be temporarily mitigated by May 24, with permanent resolutions following. Customer Success has trained 18 of 30 representatives, with the remaining training expected by May 10.

Sales has four prospects interested in demonstrations during launch week, but no contracts are currently tied to the May 6 date. Finance estimates a $35,000 cost to alter the public launch campaign if the date is changed. A phased launch, with existing beta customers and invited prospects gaining access on May 6 and general availability on May 20, is supported by Engineering.

Marketing prefers the original May 6 launch but can adjust messaging if a decision is made by April 29. Today is April 26.

Recommendation

I recommend a phased launch of Northstar Analytics. The initial phase will commence on May 6, providing access to existing beta customers and invited prospects. General availability to the broader market will follow on May 20.

Rationale

This recommendation balances the desire for a timely launch with the need to address outstanding technical and operational readiness items. The phased approach allows us to proceed with the announced date for a select group, thereby satisfying early interest from sales prospects and providing a controlled environment for final testing and stabilization. It mitigates the risk of a poor initial customer experience due to performance issues with large data sets, which are not yet fully resolved. It also provides buffer time for completing customer success training and addressing the remaining security findings. Engineering's support for this option further validates its technical feasibility.

Principal Risks and Mitigations

  • Risk: Performance issues impacting customers with large data sets persist beyond May 6.
    • Mitigation: The phased launch allows these customers to be part of the initial group, enabling focused support and rapid iteration on fixes. Engineering is prioritizing the performance patch.
  • Risk: Negative customer perception due to incomplete training or unresolved security findings.
    • Mitigation: The phased launch provides additional time for Customer Success to complete training and for the security team to implement temporary mitigations and plan permanent resolutions. The May 20 general availability date allows for these items to be addressed.
  • Risk: Marketing campaign misalignment and associated costs.
    • Mitigation: A decision by April 29 allows Marketing to adjust messaging with minimal disruption. The phased launch, while requiring some messaging adjustment, is less disruptive than a complete postponement. The estimated $35,000 cost for campaign changes is lower than the potential cost of a failed launch.

Decisions and Approvals Needed

The Executive Steering Committee is requested to:

  1. Approve the recommendation for a phased launch of Northstar Analytics, with initial access on May 6 and general availability on May 20.
  2. Approve the associated adjustments to the marketing and sales plans.
  3. Confirm acceptance of the identified risks and the proposed mitigation strategies.

Result

#2

Winning Votes

0 / 3

Average Score

66
Judge Models OpenAI GPT-5.6

Total Score

53

Overall Comments

Answer B recommends the defensible phased option and uses recognizable memo sections, but it is substantially less disciplined with the supplied facts and appears to exceed the requested word range. It reverses the stated security timeline, invents a year, claims Engineering is prioritizing the patch, and introduces unsupported assertions about disruption and the potential cost of a failed launch. Its approval requests are also broader and less precise than needed.

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Appropriateness

Weight 25%
44

The central recommendation fits the facts, but several details are inaccurate or invented. The answer reverses the security facts by saying temporary mitigation is expected by May 24 and permanent resolution later, adds an unsupported 2024 date, states that Engineering is prioritizing the patch, and speculates about the cost of a failed launch.

Clarity

Weight 20%
60

The prose is generally understandable to nontechnical executives and the recommendation is repeated clearly. However, the inaccurate security timeline and vague claims such as minimizing disruption and enabling rapid iteration make the risk picture less clear than it should be.

Structure

Weight 20%
49

The memo uses appropriate headings and a conventional executive format, but it repeats the situation and recommendation across multiple sections and appears substantially longer than the 550-word maximum. The placeholder sender line and unnecessary invented year also reduce polish.

Actionability

Weight 20%
50

The answer asks for approval of the phased dates, plan adjustments, and risk acceptance, but the requests are broad. It does not explicitly direct action by the April 29 messaging deadline, request approval for any additional spending, or define readiness checks and ownership for the May 20 expansion.

Tone

Weight 15%
68

The tone is professional, neutral, and accessible, with no blame or excessive technical jargon. Some unsupported language, including claims about validating feasibility and comparing costs with a failed launch, makes it less measured and candid than the strongest executive writing.

Total Score

77

Overall Comments

Answer B presents a well-structured memo with a good executive summary and professional tone. However, it contains a critical flaw by inventing a cost comparison in its risk mitigation section, which directly violates the prompt's instructions. While its structure is slightly more formal, this factual inaccuracy significantly detracts from its overall quality and appropriateness for an executive audience.

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Appropriateness

Weight 25%
50

Answer B makes a defensible recommendation, but it invents a cost comparison ('lower than the potential cost of a failed launch') in its risk mitigation section, which directly violates the prompt's instruction to 'not invent costs'. This is a significant flaw in appropriateness.

Clarity

Weight 20%
88

Answer B is very clear, easy to scan, and concise. The inclusion of an 'Executive Summary' further enhances its clarity for busy executives, making it slightly stronger in this regard.

Structure

Weight 20%
90

Answer B provides a very strong structure, including a formal memo header (TO, FROM, DATE) and an 'Executive Summary' in addition to all required sections. This enhances its professional presentation and logical flow.

Actionability

Weight 20%
75

Answer B identifies mitigations, but the one for performance risk is slightly less direct in explaining how phasing reduces exposure. The request to 'Approve the associated adjustments to the marketing and sales plans' is also less precise than Answer A's specific instruction to Marketing.

Tone

Weight 15%
90

The tone is consistently calm, candid, and professional, effectively communicating the situation and recommendation without assigning blame.

Total Score

67

Overall Comments

Answer B reaches the same sound recommendation and uses a formal memo header, but it is weakened by a factual distortion of the security timeline (temporary mitigation 'by May 24' rather than resolution by May 24), minor invented details, redundant summary sections that push it over the word limit, and a decision section whose approval requests are generic rather than specific. Markdown artifacts also detract from the polish expected of an executive memo.

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Appropriateness

Weight 25%
62

Answer B makes the same defensible recommendation but misstates a key fact: it says the findings 'can be temporarily mitigated by May 24, with permanent resolutions following,' inverting the source (temporary mitigation now, full resolution by May 24). It also adds unsupported claims ('Engineering is prioritizing the performance patch,' 'lower than the potential cost of a failed launch') and inserts a year not given in the facts. It also runs noticeably over the 550-word limit due to a duplicative executive summary.

Clarity

Weight 20%
68

Answer B is generally readable, but the Executive Summary and Situation Overview repeat much of the same content, diluting focus. Raw markdown symbols (asterisks, bullets) appear in what should be a plain memo, and the security-timeline misstatement could confuse executives about what risk they are accepting at launch.

Structure

Weight 20%
70

Answer B includes a proper memo header block (TO/FROM/DATE/SUBJECT), which is a nice formal touch, and covers all required sections. However, the redundant summary/overview split inflates length beyond the word limit, and the risk section is less crisply mapped to the specific facts than A's numbered treatment.

Actionability

Weight 20%
64

Answer B's requested approvals are vaguer: 'approve the associated adjustments to the marketing and sales plans' does not specify what changes or by when, and it omits the April 29 marketing deadline from the decision section. Risk acceptance is requested generically rather than tied to the concrete 70% confidence figure or the security timeline.

Tone

Weight 15%
74

Answer B maintains a professional, non-blaming tone and balances optimism with candor. The claim that $35,000 is 'lower than the potential cost of a failed launch' edges toward persuasion beyond the supplied facts, slightly weakening the candid, evidence-bound register the task requests.

Comparison Summary

Final rank order is determined by judge-wise rank aggregation (average rank + Borda tie-break). Average score is shown for reference.

Judges: 3

Winning Votes

3 / 3

Average Score

79
View this answer

Winning Votes

0 / 3

Average Score

66
View this answer

Judging Results

Why This Side Won

Answer A wins on the weighted result. It leads decisively on the highest-weighted criterion, appropriateness (accurate use of supplied facts versus B's misstated security timeline and invented details), and on actionability (specific, deadline-anchored approval requests versus B's vague asks). A also edges B on clarity, structure, and tone thanks to its non-redundant layout and clean formatting. B's only structural advantage, the formal memo header, cannot offset its factual inversion, over-length redundancy, and weaker decision section, so the weighted totals clearly favor A.

Why This Side Won

Answer A wins because it fully adheres to all prompt instructions, particularly the critical constraint against inventing facts. Its recommendation, rationale, risks, mitigations, and requests for approval are all grounded exclusively in the provided context. Answer B, despite a strong structure and tone, invents a cost comparison in its risk section, which is a significant breach of the prompt's requirements and makes it less appropriate for an executive decision memo.

Judge Models OpenAI GPT-5.6

Why This Side Won

Answer A wins because it is more concise, better structured for executive review, more closely grounded in the supplied facts, and more specific about the decision, launch scope, dates, risk acceptance, and Marketing action required. Although A contains a significant error about the security-resolution timing and does not explicitly address the likely campaign-change spending approval, B has more numerous factual distortions, unsupported claims, weaker approval requests, and a clear length-compliance problem.

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