▸case-01 Our engineering team is debating whether to refactor our monolithic PostgreSQL database into microservice databases or lift-and-shift it to AWS RDS first. We are unsure which path to take. Can you give us strategic advice on this? Please frame your response by briefly stating our target goal, giving your top recommended strategy, outlining alternative choices with when each makes sense, detailing the key tradeoffs across cost, velocity, and complexity, highlighting major risks to keep an eye on, and suggesting a few immediate starting steps. | fail→fail | 18,124 | 16,797 | -7% | 1 | 1 | 0% | 2,826 | 2,211 | -22% | 0 | 0 | — |
▸case-02 We developed an AI contract analysis tool for mid-sized law firms, but we can't decide between outbound founder-led sales or inbound content marketing to get our first 20 paying clients. What direction should we take? Please structure your guidance with a one-sentence goal statement, a primary strategic approach, alternative options with their appropriate contexts, explicit tradeoffs regarding time and effort, top risks to watch out for, and two to four concrete initial actions. | fail→fail | 22,488 | 17,092 | -24% | 1 | 1 | 0% | 2,652 | 2,238 | -16% | 0 | 0 | — |
▸case-03 Our mobile app startup needs to implement user authentication and single sign-on. The team is torn between spending developer bandwidth to build an OAuth server internally versus using an identity provider like Auth0. What should we do here? Please organize your reply by summarizing our core objective, proposing a primary path forward, detailing alternative choices and when to select them, breaking down the cost/risk tradeoffs, identifying critical risks to watch, and giving us a couple of immediate first actions. | fail→fail | 25,572 | 15,667 | -39% | 1 | 1 | 0% | 3,044 | 2,166 | -29% | 0 | 0 | — |
▸case-04 We need a 4-quarter implementation roadmap and month-by-month timeline for migrating our microservices from on-premise OpenShift to AWS EKS. Include specific target completion dates and milestone deliverables for each quarter. | pass→pass | 44,387 | 27,043 | -39% | 1 | 1 | 0% | 6,584 | 5,192 | -21% | 0 | 0 | — |
▸case-05 Provide an exact operational runbook and step-by-step command checklist to recover a corrupted Redis Cluster master node running on Linux systemd, including precise CLI commands for snapshot restoration. | pass→pass | 26,213 | 28,865 | +10% | 1 | 1 | 0% | 5,072 | 4,818 | -5% | 0 | 0 | — |
▸case-06 Draft the acceptance test criteria and quantitative validation benchmarks required to verify whether our new Kong API Gateway installation meets its SLA target of 99.99% uptime and under 15ms latency. | pass→pass | 37,609 | 25,072 | -33% | 1 | 1 | 0% | 3,744 | 3,616 | -3% | 0 | 0 | — |
▸case-07 We need strategic advice on whether our fintech analytics platform should standardize on Snowflake or Google BigQuery for our real-time analytics warehouse. Provide high-level directional guidance on how to evaluate this choice, outlining trade-offs, risks, alternatives, and immediate next actions. | fail→pass | 28,959 | 21,758 | -25% | 1 | 1 | 0% | 3,779 | 2,654 | -30% | 0 | 0 | — |
▸case-08 Our engineering group is choosing between maintaining self-hosted Jenkins agents or migrating to GitHub Actions for our 50 microservices. We need strategic guidance on which path makes sense, key tradeoffs, alternative strategies, and starting actions. | fail→pass | 25,876 | 28,207 | +9% | 1 | 1 | 0% | 3,141 | 2,468 | -21% | 0 | 0 | — |
▸case-09 Our enterprise web app relies on an aging AngularJS frontend. The leadership team is considering whether to rewrite incrementally in React or execute a complete parallel rewrite in Next.js. What directional advice do you recommend? Include goal, recommended path, trade-offs, risks, and initial actions. | fail→pass | 25,249 | 21,182 | -16% | 1 | 1 | 0% | 2,982 | 2,682 | -10% | 0 | 0 | — |
▸case-10 We are evaluating whether to replace our custom Slack-based incident notification scripts with PagerDuty or Opsgenie. What strategic direction should our SRE team take? Provide objective restatement, primary recommendation, trade-offs, risks, and initial steps. | fail→pass | 23,253 | 23,964 | +3% | 1 | 1 | 0% | 2,569 | 3,194 | +24% | 0 | 0 | — |
▸case-11 Our monthly AWS bill increased by 40% due to unreserved EC2 instances and unattached EBS volumes. Recommend a strategic approach to regain control of cloud spending without compromising system reliability, framing options, trade-offs, and starting actions. | fail→fail | 30,065 | 17,479 | -42% | 1 | 1 | 0% | 2,862 | 1,931 | -33% | 0 | 0 | — |
▸case-12 Our 30-developer engineering organization is debating consolidating 40 individual GitHub repositories into a single Nx monorepo versus refining our multi-repo tooling. What strategic path should we choose? Outline goal, primary approach, trade-offs, and initial actions. | fail→pass | 24,725 | 21,089 | -15% | 1 | 1 | 0% | 2,795 | 2,685 | -4% | 0 | 0 | — |
▸case-13 Our B2B SaaS company needs SOC 2 Type II compliance to close enterprise deals. Should we hire an in-house compliance officer or leverage an automated compliance platform like Vanta? Advise us on the strategic direction, tradeoffs, risks, and immediate steps. | pass→fail | 25,831 | 18,246 | -29% | 1 | 1 | 0% | 3,423 | 2,498 | -27% | 0 | 0 | — |
▸case-14 We are launching a consumer fintech app. Should we hire dedicated native iOS/Android engineers or build using Flutter? Provide strategic recommendations, alternative contexts, tradeoffs, and initial steps. | fail→pass | 33,530 | 30,889 | -8% | 1 | 1 | 0% | 3,112 | 2,397 | -23% | 0 | 0 | — |
▸case-15 We need to handle high-throughput event streaming for IoT telemetry data. The team cannot decide between running self-managed Apache Kafka or using AWS Kinesis Data Streams. What direction do you recommend? Supply objective, recommendation, tradeoffs, and immediate steps. | fail→fail | 23,053 | 19,326 | -16% | 1 | 1 | 0% | 2,796 | 2,511 | -10% | 0 | 0 | — |
▸case-16 Our product team wants feature flagging capabilities. Should we use an open-source library with Redis or adopt LaunchDarkly? Provide strategic guidance, alternatives, cost/complexity tradeoffs, risks, and initial actions. | fail→fail | 26,321 | 17,935 | -32% | 1 | 1 | 0% | 3,310 | 2,293 | -31% | 0 | 0 | — |
▸case-17 Our e-commerce portal is upgrading search functionality. Should we deploy Elasticsearch on Elastic Cloud or integrate Algolia? Advise us on the strategic direction, alternative choices, tradeoffs, and immediate starting steps. | fail→pass | 31,717 | 32,827 | +3% | 1 | 1 | 0% | 3,015 | 2,724 | -10% | 0 | 0 | — |
▸case-18 We are deploying five web microservices. Should we run them on AWS ECS Fargate or setup a full AWS EKS cluster? Advise us on the recommended strategic direction, tradeoffs, risks, and immediate starting actions. | fail→pass | 31,355 | 36,545 | +17% | 1 | 1 | 0% | 2,782 | 2,717 | -2% | 0 | 0 | — |
▸case-19 Our mobile clients require data from 8 backend services. Should we introduce a GraphQL gateway or consolidate REST endpoints with standard API schemas? Provide strategic direction, trade-offs, risks, and immediate steps. | fail→fail | 39,230 | 19,881 | -49% | 1 | 1 | 0% | 3,275 | 2,470 | -25% | 0 | 0 | — |
▸case-20 Our core banking platform runs in US-East-1. Should we set up an active-active multi-region deployment in US-West-2 or rely on active-passive cold standby replication? Advise us strategically on the recommended approach, tradeoffs, risks, and initial steps. | fail→pass | 39,342 | 83,812 | +113% | 1 | 1 | 0% | 3,538 | 2,898 | -18% | 0 | 0 | — |
▸case-21 Our development team currently stores environment credentials in developer AWS IAM secret parameters. Should we migrate to HashiCorp Vault or AWS Secrets Manager? Provide strategic advice, options, tradeoffs, risks, and immediate actions. | pass→pass | 40,471 | 36,606 | -10% | 1 | 1 | 0% | 2,830 | 2,515 | -11% | 0 | 0 | — |
▸case-22 Our insurance processing system relies on a legacy COBOL mainframe. Executive leadership wants to know whether to rewrite business logic in Java or wrap existing mainframe services with REST APIs. What strategic path do you recommend? | fail→fail | 26,892 | 24,302 | -10% | 1 | 1 | 0% | 2,254 | 2,347 | +4% | 0 | 0 | — |