Writing realistic Excel tasks drawn from your own consulting experience, including extending models, fixing broken ones, and building from briefs.
Working through each task yourself to ensure a clear, correct answer for evaluation.
Creating precise yes-or-no criteria for grading attempts against the correct answer.
Aptura is an applied AI and data company that builds high-quality evaluation environments for training AI agents. As a small company, it fosters a culture of precision and continuous learning.
Build full-funnel reporting connecting marketing activities in HubSpot and similar tools to opportunities and closed-won revenue in Salesforce.
Collaborate with marketing and sales stakeholders to define attribution models, lead-source classifications, and shared metric definitions.
Use AI tools to develop reports and dashboards, analyze data proactively, and deliver actionable insights for strategic decisions.
The company is a SaaS organization focused on connecting marketing activities to pipeline and revenue performance. It offers a collaborative, remote-first culture with an emphasis on autonomy and data-driven decision-making.
Write realistic Excel tasks derived from your own People Ops/HR work, including extending models, fixing broken ones, and building from a brief.
Complete each task yourself so a clear, correct answer exists.
Draft yes-or-no criteria that allow graders to mark any attempt consistently.
Aptura is an applied AI and data company that builds high-quality evaluation and training environments for AI systems. It works with frontier labs and independent contractors on a project basis, teaching AI to perform real professional work.
Support the Performance Marketing team with campaign reporting, analysis, and daily paid marketing operations.
Work with spreadsheets and marketing dashboards to track metrics like spend, clicks, conversions, CPA, and CTR.
Assist with campaign QA, UTM creation, research, and documentation across platforms like Google Ads, Meta Ads, and Microsoft Ads.
HighLevel is an AI-powered business operating system that helps agencies, entrepreneurs and SMBs build, automate and scale. With over 2,000 team members across 10+ countries, it operates as a global, remote-first organization built for speed and ownership.
Writing realistic Excel tasks from your own equity research work, including extending and fixing models.
Working through each task yourself to establish a clear, correct answer.
Writing yes-or-no criteria precise enough to grade any AI attempt.
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. It builds high-quality evaluation and training environments that teach AI agents to produce work that can be used in daily workflows.
Writing realistic Excel tasks from private equity work, including extending models, fixing broken ones, and building from a brief
Working through each task yourself to ensure there is a clear, correct answer
Writing yes-or-no criteria precise enough that a grader can mark any attempt against them
Aptura is an applied AI and data company that works with frontier labs to train AI systems on real professional work. The company builds high-quality evaluation and training environments, and engages independent experts for project-based tasks.
Build full-funnel reporting connecting marketing activity in HubSpot to opportunities in Salesforce for executive visibility.
Partner with marketing and sales to define attribution, lead scoring, and shared metrics.
Use AI tools to analyze data, improve campaign ROI, and surface actionable insights.
Honeycomb is a service for observability, defining and raising expectations of what developer tools can do. We are a fully distributed company past the 200-person mark, named to Forbes' America's Best Startups, with a culture that is inclusive, opinionated, and responsible.
Build realistic Excel tasks drawn from your own work, including extending existing models, fixing broken ones, and building from a brief.
Work through each task yourself so there is a clear, correct answer that can be used for grading.
Write yes-or-no criteria precise enough that a grader can mark any attempt against them.
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. They build high-quality evaluation and training environments that teach AI agents to produce work usable in daily workflows.
Design realistic financial analysis and accounting tasks for AI model evaluation.
Build and validate financial models, forecasts, budgets, and cash flow projections.
Create reference solutions and review AI-generated financial outputs for accuracy.
Anyone AI creates high-quality training and evaluation data for frontier AI models. They offer flexible, remote contract work for experts to help improve AI capabilities.
Develop first-pass performance marketing forecasts for upcoming titles, including install curves, geo-tier views, channel assumptions, and launch phasing.
Build and maintain comparable game-peer sets, dCPI benchmarks, and sensitivity analyses to support sustainable player growth.
Track competitor UA investment and market signals, producing recurring intelligence readouts for Slate titles.
Scopely is a leading video game and global interactive entertainment company, home to many beloved mobile games including MONOPOLY GO! and Pokémon GO. Founded in 2011, Scopely is powered by thousands of world-class gamemakers around the globe and generates billions in lifetime revenue.
Execute and monitor pre-built orchestration agents within Optimizely Opal (Mark) per documented workflows.
Track agent runs, flag and escalate errors, and perform first-line troubleshooting on failures.
Maintain records of agent activity and support data hygiene and testing of new agents.
DIRECTV is a leading entertainment company delivering television and streaming services. With nearly three decades of industry leadership, it prioritizes its people, vendors, and customers.
Write realistic Excel tasks drawn from project management work, such as building budgets, schedules, and trackers.
Complete each task yourself to establish a clear correct answer and precise yes-or-no grading criteria.
Contract role for 4–6 weeks, fully remote, with task-based weekly payments.
Aptura is an applied AI and data company that partners with frontier labs to train AI systems on real professional work. They build high-quality evaluation and training environments and work with independent contractors on a flexible, remote basis.
Own and build a modern, AI-powered marketing operations function from the ground up.
Design and implement dashboards, attribution models, and AI-powered analytics for board-level reviews.
Administer Pardot and Salesforce end-to-end, using Claude to accelerate campaign asset production.
Preservica is a global leader in Active Digital Preservation, trusted by organizations to preserve digital records for decades. They serve national archives, government agencies, universities, and global enterprises, and value staff as the heart of their business.
Analyze data, build models, test hypotheses, and create reports to inform marketing decisions.
Own and maintain marketing data infrastructure, integrating Google Analytics, Google Ads, and other paid advertising platforms.
Measure and diagnose paid advertising performance across channels, guiding budget allocation and channel strategy.
Toptal is a global network of top talent in business, design, and technology that enables companies to scale their teams on-demand. With $200+ million in annual revenue and team members based around the globe, Toptal is the world's largest fully remote workforce.
Produce AI-generated ad creative, landing pages, imagery, and video for Google and Meta campaigns.
Run A/B tests on landing pages, creative, and messaging, then iterate based on what the data shows.
Own marketing analytics in GA4, Google Ads, and Meta Ads Manager to close the loop between what you built and what it produced.
Cloudcure is a healthcare technology company improving access to care through digital-first medicine, focusing on weight management and preventative care for patients across Canada. The company builds with AI rather than around it, using AI-assisted workflows and a hands-on, self-directed culture.
Own marketing performance measurement, building attribution models and dashboards that show which programs drive pipeline and revenue.
Partner across demand generation, field, ABM, SDR, RevOps, and Finance to align funnel metrics and deliver executive-ready insights.
Use RevSure and Tableau to build self-serve reporting, analyze funnel and cohort performance, and translate findings into actionable recommendations.
Horizon3 is a remote cybersecurity company whose NodeZero platform delivers production-safe autonomous pentests to help organizations find, fix, and verify exploitable attack vectors. The team blends former U.S. Special Operations cyber operators and startup engineers, and fosters a culture of respect, collaboration, ownership, and results.
Build and scale an AI-powered marketing engine with agents and automations across advertising, content, reporting, and lifecycle campaigns.
Own marketing strategy, OKRs, and revenue metrics including CAC and payback, reporting directly to the CEO.
Lead hands-on campaign execution, CRO, lifecycle marketing, and a multidisciplinary remote marketing team.
A fast-growing B2B SaaS business specializing in AI-powered marketing automation. The role offers significant ownership and a player-coach culture working closely with the CEO.
Own the recurring reports, dashboards, and variance analyses that leaders check first
Help shape budgets, forecasts, and financial models that guide where PAR invests next
Turn raw data into trusted numbers and spot trends to support business decisions
PAR Technology Corporation provides restaurant technology solutions, including point-of-sale, digital ordering, loyalty, and back-office software alongside hardware and drive-thru offerings. With over 100,000 restaurant locations across 110 countries, the company fosters a 'Better Together' culture focused on innovation and guest connections.
Own data quality, campaign attribution, and BDR operations across HubSpot and Salesforce.
Build AI-powered workflows and automations to eliminate manual, repetitive marketing tasks.
Support BDR teams with reporting, list building, and AI tools like Clay and Outreach.
Frontier helps companies grow cross-functional teams abroad by hiring and placing top talent into great companies. Part of Fresh Prints, a fully remote 150-person company, Frontier fosters a culture of autonomy and growth.
Create realistic PowerPoint tasks from real advisory work, including building decks from source documents, templates, and precise edits.
Work through each task yourself to establish a clear, correct answer.
Write yes-or-no checklists precise enough for an AI grader to mark any attempt.
Aptura is a London-based company studying how AI is changing professional work, especially in finance and advisory. It was founded by people with backgrounds at Lazard, McKinsey and Partners Group and takes a close look at where AI helps or falls short.