AI training jobs for business and operations specialists

Create, evaluate, and refine AI-generated slide decks, focusing on storyline development, executive summary writing, and data-driven exhibit design.

Design realistic professional workflows with reference outputs and develop rubrics to assess accuracy, structure and business judgment.

Write realistic customer conversations about orders, returns, and refunds, and develop rubrics assessing policy compliance and resolution quality.

Create, evaluate, and refine AI-generated presentations, including traction and metrics slides and market sizing exhibits.

Develop realistic unclassified SIGINT scenarios and review AI-generated intelligence assessments for technical accuracy, relevance, and analytical quality.

Develop realistic unclassified scenarios on national security technologies and review technical content for accuracy, relevance, and real-world applicability.

Develop realistic unclassified special operations scenarios and review military content for operational accuracy, relevance, and realism.

Develop federal HR scenarios in Employee & Labor Relations and craft reference answers based on federal HR policy.

Develop realistic federal management, program, and policy scenarios and create reference answers for AI training.

Review and score federal grant applications and evaluate AI-generated grants management outputs for regulatory accuracy and adherence to federal requirements.

Evaluate AI-generated military scenarios, identify factual or analytical inaccuracies, and provide written feedback to improve AI reasoning.

Evaluate AI-generated content about intelligence agencies and assess its accuracy, realism, and practical relevance, recommending improvements.

Create, evaluate, and refine AI-generated slide decks such as client proposal decks, transformation roadmaps, and operating model presentations.

Create, evaluate, and refine AI-generated slide decks such as seed-to-Series-C pitch narratives and traction and metrics slides.

Create, evaluate, and refine AI-generated presentations such as investment pitch decks and portfolio review presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including annual strategy review decks and market landscape presentations.

Create, evaluate, and refine AI-generated slide decks, including full-deck builds, storyline workshops, and executive summary rewriting.

Create, evaluate, and refine AI-generated presentations and slide decks such as board meeting decks and QBR packages.

Create, evaluate, and refine AI-generated presentations and slide decks such as annual strategy review decks and competitive intelligence briefings.

Create, evaluate, and refine AI-generated presentations and slide decks, including client proposal decks and transformation roadmaps.

Create, evaluate, and refine AI-generated presentations and slide decks for RFP responses, orals presentations, executive summaries, and win themes.

Create, evaluate, and refine AI-generated presentations and slide decks such as lender update decks and turnaround plan presentations.

Listen to Chinese audio clips and evaluate the nativeness and fluency of the speaker or model output.

Evaluate AI-generated scenarios on intelligence collection and operational planning, and assess the accuracy of collection methodologies.

Evaluate AI-generated military scenarios and identify factual errors, flawed reasoning, and unrealistic assumptions in each scenario.

Create, evaluate, and refine AI-generated client proposal decks, transformation roadmaps, and other advisory presentations and slide decks.

Develop taxonomies for military-use and defense operations and design conflict-risk rubrics and scenario-based evaluation tools for international humanitarian law contexts.

Review military and DoD reporting content for accuracy and clarity, and provide written feedback on AI-generated reporting materials.

Review flight operations documentation such as approach plates, flight plans, and NOTAMs, and identify operational issues.

Write realistic healthcare operations scenarios and evaluate AI answers on coding, billing, compliance, and workflow for accuracy.

Transcribe authentic air traffic control radio transmissions and extract flight instructions like headings, altitudes, and radio frequencies.

Analyze Toast POS workflows such as order entry and payment processing, and create scenario-based step-by-step guides reflecting restaurant operations.

Assess AI-generated responses on food delivery platforms for quality, relevance, and accuracy, flagging incorrect or ambiguous replies.

Evaluate AI-generated scenarios involving ground combat and tactical planning, identify operational errors, and provide structured written feedback.

Evaluate AI-generated military scenarios for operational realism, tactical accuracy, and sound decision-making, then provide structured written feedback on inaccuracies.

Evaluate AI-generated special operations scenarios for accuracy and sound reasoning, then give structured written feedback on operational errors.

Evaluate AI-generated fighter aviation scenarios and assess the accuracy of mission planning and weapons employment.

Work through realistic revenue operations scenarios and resolve conflicts between operational policies, explaining the reasoning behind each choice.

Design multi-step procurement and vendor management tasks with realistic reference files and objective grading criteria.

Design multi-step HR tasks drawn from real work, with objective grading criteria and realistic reference files.

Design realistic, multi-step business operations tasks with objective criteria for grading the output.

Work through realistic operations scenarios and explain the reasoning behind CRM configuration decisions, workflow design, and integration tradeoffs.

Create, evaluate, and refine AI-generated presentations and slide decks, including product strategy decks and roadmap presentations.

Analyze logistics, transportation, and warehousing scenarios and give detailed feedback, and evaluate system-generated outputs for accuracy against logistics best practices.

Conduct or assess structured elicitation interview sessions and score them according to a detailed rubric.

Create, evaluate, and refine AI-generated clinical study reports, protocol synopses, investigator brochures, and regulatory dossier modules.

Create, evaluate, and refine AI-generated HR documents, spreadsheets, and slide decks, such as job descriptions and offer letters.

Create, evaluate, and refine AI-generated capacity planning models, standard operating procedure playbooks, and workflow process maps.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as grant proposal narratives and donor impact reports.

Evaluate and refine AI-generated territory and quota design models, sales battlecards, and pipeline forecast decks for leadership reviews.

Evaluate and refine AI-generated commercial contract redlines, due-diligence issue lists and memos, and clause-risk analyses.

Create, evaluate, and refine AI-generated territory and quota models, battlecards, and pipeline forecast decks in documents, spreadsheets, and slide decks.

Evaluate and refine AI-generated patient throughput and bed utilization models and hospital service line performance dashboards.

Evaluate and refine AI-generated CRM field-mapping schemas, lead-routing logic documents, and pipeline hygiene audits.

Create, evaluate, and refine AI-generated business and legal translation reviews, tone-adaptation QA, and glossary materials.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as pitch decks and investor update memos.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks covering healthcare operations workflows like patient throughput and staffing models.

Create, evaluate, and refine AI-generated CRM field-mapping schemas, lead-routing logic documents, and territory carve models.

Create, evaluate, and refine AI-generated pitch decks, data room indexes, and investor update memos for fundraising workflows.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks for healthcare operations workflows like patient throughput models.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as client-ready strategy decks and sensitivity-tested business case models.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks on pricing and revenue economics workflows.

Create, evaluate, and refine AI-generated price elasticity models, packaging and tiering recommendation decks, and revenue waterfall models.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks, including production capacity models.

Create, evaluate, and refine AI-generated product requirements documents, roadmap prioritization decks, and experiment readout summaries.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as product requirements documents and roadmap prioritization decks.

Create, evaluate, and refine AI-generated product requirements documents and quarterly roadmap and prioritization decks.

Evaluate and refine AI-generated property listing packages, lease abstract summaries, and event run-of-show schedules.

Evaluate and refine AI-generated property listing packages and event run-of-show schedules for language model training.

Create, evaluate, and refine AI-generated documents such as policy briefing memos and grant compliance packages.

Create, evaluate, and refine AI-generated policy briefing memos, program status reports, and grant compliance packages.

Evaluate and refine AI-generated grant proposal narratives, donor impact reports, and program logic models.

Evaluate and refine AI-generated slide deck formatting, spreadsheet formula audits, and executive memo proofing passes.

Create, evaluate, and refine AI-generated customer health-score dashboards, renewal risk scorecards, and quarterly business review decks.

Create, evaluate, and refine AI-generated job descriptions, interview scorecards, offer letters, and HR policy and handbook drafting.

Evaluate and refine AI-generated documents, spreadsheets, and slide decks such as usability test findings decks and journey map documents.

Create and evaluate AI-generated quarterly business review decks and renewal risk scorecards to help train a language model.

Create and evaluate AI-generated documents and spreadsheets such as property listing packages and lease abstract summaries.

Create and evaluate AI-generated program charters, raid logs, resource capacity planning spreadsheets, and steering committee status decks.

Evaluate and refine AI-generated documents and spreadsheets such as capacity planning models and standard operating procedure playbooks.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as policy briefing memos and grant compliance packages.

Create, evaluate, and refine AI-generated capacity planning models, standard operating procedure playbooks, and workflow process maps.

Create, evaluate, and refine AI-generated grant proposal narratives, donor impact reports, and program logic models.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as onboarding playbooks and facilitator guides.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as health-score dashboards and escalation runbooks.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as program charter documents and raid logs.

Create, evaluate, and refine AI-generated territory and quota design models and pipeline forecast decks for leadership reviews.

Create, evaluate, and refine AI-generated clinical study reports, protocol synopses, and investigator brochures for language model training.

Create, evaluate, and refine AI-generated CRM field-mapping schemas, lead-routing logic documents, and pipeline hygiene audits.

Create, evaluate, and refine AI-generated documents for business and legal translation review and cultural-context assessments.

Create, evaluate, and refine AI-generated strategy decks and market entry and competitive positioning analyses.

Create, evaluate, and refine AI-generated CRM field-mapping schemas, lead-routing logic documents, and pipeline hygiene audits.

Create, evaluate, and refine AI-generated strategy decks and market entry and competitive positioning analyses.

Create and evaluate AI-generated RFI responses, solicitation compliance matrices, and past-performance narratives for government contracts.

Create and refine AI-generated documents like CRM field-mapping schemas, lead-routing logic documents, and pipeline hygiene audits.

Create, evaluate, and refine AI-generated client-ready strategy decks, sensitivity-tested business case models, and implementation roadmaps.

Create and refine AI-generated care pathway and clinical workflow redesign proposals and hospital service line performance dashboards.

Create and refine AI-generated territory and quota design models, sales battlecards, and win/loss analysis writeups.

Create, evaluate, and refine AI-generated territory and quota design models, sales battlecards, and pipeline forecast decks.

Create, evaluate, and refine AI-generated patient throughput and bed utilization models and service line performance dashboards.

Evaluate and refine AI-generated crm field-mapping schemas, lead-routing logic documents, and pipeline hygiene audits.

Evaluate and refine AI-generated patient throughput and bed utilization models and hospital service line performance dashboards.

Evaluate and refine AI-generated territory and quota design models and pipeline forecast decks for leadership reviews.

Evaluate and refine AI-generated patient throughput models and care pathway redesign proposals for hospital operations.

Evaluate and refine AI-generated CRM field-mapping schemas, lead-routing logic documents, and pipeline hygiene audits.

Evaluate and refine AI-generated documents and spreadsheets such as CRM field-mapping schemas and lead-routing logic documents.

Create, evaluate, and refine AI-generated documents covering IEP goal-writing, behavior intervention plans, and progress-monitoring trackers.

Create and evaluate AI-generated production capacity models and bill of materials packages in spreadsheets and documents.

Create AI-generated production capacity models, bill of materials packages, and root cause failure analysis reports.

Create, evaluate, and refine AI-generated environmental impact assessment reports and regulatory permit and compliance submissions.

Evaluate and refine AI-generated spreadsheets and documents, including monthly close reconciliations and audit request schedules.

Evaluate and refine AI-generated lesson plans, curriculum maps, and student progress report narratives for language model training.

Create and refine AI-generated monthly close reconciliations, audit request schedules, and budget-to-actual variance summaries.

Evaluate and refine AI-generated product requirements documents, roadmap and prioritization decks, and executive product update decks.

Evaluate and refine AI-generated quarterly business review decks, escalation runbooks, and customer health-score dashboards.

Create and evaluate AI-generated new-hire onboarding playbooks, training facilitator guides, and engagement tracking spreadsheets.

Create and evaluate AI-generated customer health-score dashboards, renewal risk scorecards, and quarterly business review decks.

Create and evaluate AI-generated capacity planning models, standard operating procedure playbooks, and workflow process maps.

Evaluate and refine AI-generated RFP and RFQ drafts, vendor-scoring matrices, and spend-analysis reports.

Evaluate and refine AI-generated program charter and scope documents, raid logs, and steering committee status decks.

Evaluate and refine AI-generated documents, including grant proposal narratives, donor impact reports, and program logic models.

Evaluate and refine AI-generated documents, including job descriptions, interview scorecards, offer letters, and HR policy.

Create, evaluate, and refine AI-generated RFP and RFQ drafts and vendor-scoring matrices for language model training.

Create, evaluate, and refine AI-generated property listing packages and event run-of-show schedules for language model training.

Create, evaluate, and refine AI-generated documents and spreadsheets for HR workflows like job descriptions and offer letters.

Create, evaluate, and refine AI-generated program charter documents, raid logs, and steering committee status decks.

Create, evaluate, and refine AI-generated exhibition catalog essays, cultural funding applications, and donor briefing decks.

Create, evaluate, and refine AI-generated household cash-flow plans, retirement drawdown models, and debt payoff schedules.

Create and evaluate AI-generated job descriptions, interview scorecards, HR policy drafts, and performance-review templates.

Create and evaluate AI-generated RFP and RFQ drafts, vendor-scoring matrices, spend-analysis reports, and vendor-risk assessments.

Create, evaluate, and refine AI-generated job descriptions, interview scorecards, offer letters, and HR policies.

Create, evaluate, and refine AI-generated competitive landscape decks, market sizing models, and competitor battlecard analyses.

Review AI-generated slide deck formatting, audit financial model and spreadsheet formulas, and proof executive memos.

Evaluate and refine AI-generated RFP and RFQ drafts, vendor-scoring matrices, and spend-analysis reports for language model training.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks such as job descriptions and offer letters.

Create and refine AI-generated program charter and scope documents, raid logs, and steering committee status decks.

Create, evaluate, and refine AI-generated program charter documents, raid logs, and steering committee status decks.

Create, evaluate, and refine AI-generated policy briefing memos for agency leadership and grant compliance packages.

Evaluate and refine AI-generated nonprofit grant proposal narratives, donor impact reports, and program logic models.

Evaluate and refine AI-generated new-hire onboarding playbooks, training facilitator guides, and learning curriculum outlines.

Evaluate and refine AI-generated usability test findings decks, customer interview synthesis summaries, and journey map documents.

Evaluate and refine AI-generated capacity planning models, standard operating procedure playbooks, and workflow process maps.

Evaluate and refine AI-generated capacity planning models, standard operating procedure playbooks, and workflow process maps.

Create, evaluate, and refine AI-generated capacity planning models, standard operating procedure playbooks, and workflow process maps.

Evaluate and refine AI-generated customer health-score dashboards, renewal risk scorecards, and quarterly business review decks.

Create, evaluate, and refine AI-generated RFP and RFQ drafts, vendor-scoring matrices, and spend-analysis reports.

Create, evaluate, and refine AI-generated presentations such as board meeting decks and executive offsite materials.

Create, evaluate, and refine AI-generated slide decks, including traction and metrics slides and market sizing exhibits.

Create, evaluate, and refine AI-generated presentations such as annual strategy review decks and market landscape presentations.

Create and evaluate AI-generated presentations and slide decks for board meetings, executive offsites, and all-hands presentations.

Create and refine AI-generated slide decks such as annual strategy reviews and competitive intelligence briefings.

Create, evaluate, and refine AI-generated presentations for RFP response documents, orals presentation decks, and win theme development.

Create, evaluate, and refine AI-generated slide decks, focusing on deck architecture, storyline reviews, and executive-level synthesis.

Create, evaluate, and refine AI-generated slide decks covering storyline development, executive summary writing, and slide structuring.

Create and evaluate AI-generated slide decks such as pitch narratives, traction and metrics slides, and market sizing exhibits.

Create, evaluate, and refine AI-generated decks, including full-deck builds from a blank page and executive summary rewriting.

Create, evaluate, and refine AI-generated slide decks, including product strategy decks and roadmap presentations.

Create, evaluate, and refine AI-generated presentations such as product strategy decks and roadmap presentations.

Create, evaluate, and refine AI-generated decks, including full-deck builds from a blank page and executive summary rewriting.

Create, evaluate, and refine AI-generated presentations such as annual strategy review decks and market landscape presentations.

Create and evaluate AI-generated slide decks for annual strategy reviews, market landscape presentations, and competitive intelligence briefings.

Create and evaluate AI-generated slide decks for product strategy, roadmap presentations, and launch readiness decks.

Create and evaluate AI-generated slide decks for client proposals, transformation roadmaps, and operating model presentations.

Create, evaluate, and refine AI-generated product strategy decks, roadmap presentations, and launch readiness decks.

Create, evaluate, and refine AI-generated slide decks, including slide layout and template design and exhibit and chart formatting.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development, executive summary writing, and slide structuring.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development and executive summary writing.

Create, evaluate, and refine AI-generated slide decks, including storyline development, executive summary writing, and slide structuring.

Create, evaluate, and refine AI-generated presentations such as board meeting decks, all-hands presentations, QBR packages, and CEO communication drafts.

Create, evaluate, and refine AI-generated presentations and slide decks, including board meeting decks and all-hands presentations.

Create, evaluate, and refine AI-generated product strategy decks, roadmap presentations, and launch readiness decks.

Create, evaluate, and refine AI-generated slide decks, covering full-deck builds, restructuring, and executive summary rewriting.

Create and evaluate AI-generated board meeting decks and executive offsite materials, refining presentations and slide decks for a language model.

Create, evaluate, and refine AI-generated presentations and slide decks such as steering committee decks and program status reports.

Create, evaluate, and refine AI-generated presentations and slide decks, including annual strategy review decks.

Review simulated retail scenarios and operational workflows, and provide feedback to ensure authenticity and accuracy.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development and executive summary writing.

Create, evaluate, and refine AI-generated presentations and slide decks, including deck architecture, storyline reviews, and executive-level synthesis.

Create, evaluate, and refine AI-generated presentations and slide decks such as client proposal decks and transformation roadmaps.

Create, evaluate, and refine AI-generated presentations such as board meeting decks, QBR packages, and all-hands presentations.

Create, evaluate, and refine AI-generated slide decks such as technical solution decks and POC results presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, such as product strategy decks, roadmap presentations, and launch readiness decks.

Create, evaluate, and refine AI-generated presentations and slide decks such as product strategy decks and roadmap presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, such as steering committee decks and program status reports.

Create, evaluate, and refine AI-generated presentations and slide decks, including quarterly business review decks and renewal business cases.

Create, evaluate, and refine AI-generated presentations and slide decks such as steering committee decks and program status reports.

Create, evaluate, and refine AI-generated presentations and slide decks such as RFP response documents and orals presentation decks.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development, executive summary writing, and slide structuring.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development, executive summaries, and slide structuring.

Create, evaluate, and refine AI-generated healthcare strategy presentations and slide decks, such as commercial due diligence decks.

Create, evaluate, and refine AI-generated presentations and slide decks, including client proposal decks and transformation roadmaps.

Create and refine AI-generated slide decks such as annual strategy review decks and market landscape presentations.

Create, evaluate, and refine AI-generated presentations and slide decks such as steering committee decks and program status reports.

Create, evaluate, and refine AI-generated presentations and slide decks, including slide layout, chart formatting, and brand-compliant deck production.

Create, evaluate, and refine AI-generated presentations and slide decks such as lender update decks and creditor committee materials.

Create, evaluate, and refine AI-generated slide decks, including storyline development and data-driven exhibit design.

Create, evaluate, and refine AI-generated presentations and slide decks, such as commercial due diligence decks for healthcare assets.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline reviews and executive-level synthesis for steering committee deliverables.

Create, evaluate, and refine AI-generated presentations and slide decks such as customer pitch decks, executive briefings, and business case slides.

Create, evaluate, and refine AI-generated strategy presentations and slide decks, including annual strategy reviews, market landscapes, and board offsite materials.

Create, evaluate, and refine AI-generated presentations and slide decks, including client proposal decks and transformation roadmaps, for model training.

Create, evaluate, and refine AI-generated market entry decks, commercial due diligence presentations, and board presentations for language model training.

Create, evaluate, and refine AI-generated strategy presentations and slide decks, such as market entry decks and competitor analysis exhibits.

Create, evaluate, and refine AI-generated slide decks, including quarterly business review decks and renewal business cases.

Create, evaluate, and refine AI-generated slide decks covering slide layout, exhibit and chart formatting, and visual hierarchy.

Create, evaluate, and refine AI-generated slide decks such as quarterly business review decks, renewal business cases, and executive sponsor updates.

Create, evaluate, and refine AI-generated technical sales presentations, such as technical solution decks, demo storyboards, and RFP response slides.

Create and refine AI-generated pitch decks with traction and metrics slides, market sizing exhibits, and financial summary pages.

Create, evaluate, and refine AI-generated presentations such as risk assessment decks, regulatory readiness roadmaps, and board risk committee materials.

Create, evaluate, and refine AI-generated presentations and slide decks, such as market entry decks and commercial due diligence presentations.

Create, evaluate, and refine AI-generated product strategy decks, roadmap presentations, and launch readiness decks.

Create, evaluate, and refine AI-generated board meeting decks, all-hands presentations, and QBR packages to help train a language model.

Create, evaluate, and refine AI-generated presentations, including quarterly business review decks and renewal business cases.

Evaluate AI-generated rates trading strategies and assess the realism of outputs for swaps, swaptions, Treasury futures, and repo instruments.

Create, evaluate, and refine AI-generated slide decks such as commercial due diligence decks and hospital and payer strategy presentations.

Create, evaluate, and refine AI-generated strategy presentations, including market entry decks, commercial due diligence presentations, and board presentations.

Create, evaluate, and refine AI-generated slide decks such as risk assessment presentation decks and regulatory readiness roadmaps.

Create natural customer service conversations for AI training and rank AI responses for accuracy and fluency.

Create, evaluate, and refine AI-generated program presentations and slide decks, such as steering committee decks and program status reports.

Participate in realistic customer service scenarios by enacting natural conversations used to train speech-to-speech AI agents.

Create and evaluate AI-generated quarterly business review decks, renewal business cases, and executive sponsor updates.

Create and evaluate AI-generated board approval decks, target screening presentations, and synergy analysis exhibits.

Create, evaluate, and refine AI-generated slide decks, including storyline development, executive summary writing, and data-driven exhibit design.

Evaluate First Article Inspections (AS9102) for compliance and assess cosmetic defect acceptance, documenting justifications for acceptance or rejection.

Create, evaluate, and refine AI-generated pitch narratives, traction and metrics slides, and market sizing exhibits.

Create, evaluate, and refine AI-generated presentations such as brand plan presentations and launch readiness decks.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development and executive summary writing.

Create, evaluate, and refine AI-generated slide decks for commercial due diligence and hospital and payer strategy presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including damages analysis and econometric results communication.

Create, evaluate, and refine AI-generated slide decks such as market entry decks and commercial due diligence presentations.

Create and refine AI-generated slide decks, including quarterly business review decks, renewal business cases, and executive sponsor updates.

Create, evaluate, and refine AI-generated slide decks such as quarterly business review decks and renewal business cases.

Create, evaluate, and refine AI-generated slide decks such as commercial due diligence decks and hospital and payer strategy presentations.

Create and refine AI-generated commercial due diligence decks, hospital and payer strategy presentations, and pipeline assessment exhibits.

Create, evaluate, and refine AI-generated presentations and slide decks, including commercial due diligence decks for healthcare assets.

Evaluate and refine AI-generated documents, spreadsheets, and slide decks across core management consulting workflows to help train a language model.

Evaluate and refine AI-generated documents, spreadsheets, and slide decks to help train a language model on document creation tasks.

Evaluate and refine AI-generated documents, spreadsheets, and slide decks across core document creation workflows.

Review and assess data science documents, judging whether their content and structure reflect material encountered in day-to-day data science practice.

Create, evaluate, and refine AI-generated presentations and slide decks, including deck architecture and storyline reviews.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development and executive summary writing.

Create, evaluate, and refine AI-generated presentations and slide decks, including deck architecture, storyline reviews, and executive-level synthesis.

Create, evaluate, and refine AI-generated slide decks, including commercial due diligence decks for healthcare assets and pipeline assessment exhibits.

Create, evaluate, and refine AI-generated slide decks such as technical solution decks and demo storyboards.

Create, evaluate, and refine AI-generated presentations and slide decks, including customer pitch decks, executive briefings, and proposal decks.

Create, evaluate, and refine AI-generated tax presentations and slide decks, including client advisory slides and technical position summaries.

Create, evaluate, and refine AI-generated technical solution decks, demo storyboards, and POC results presentations for model training.

Create, evaluate, and refine AI-generated risk assessment presentation decks and board risk committee slide materials.

Create, evaluate, and refine AI-generated presentations and slide decks, including market entry decks, commercial due diligence presentations, and board presentations.

Create, evaluate, and refine AI-generated slide decks, including market entry decks and commercial due diligence presentations.

Create, evaluate, and refine AI-generated quarterly business review decks, renewal business cases, and other customer success presentations and slide decks.

Create and refine AI-generated slide decks, including quarterly business review decks, renewal business cases, and executive sponsor updates.

Create, evaluate, and refine AI-generated research presentations and slide decks, such as conference decks, research posters, and grant proposal figures.

Create, evaluate, and refine AI-generated slide decks such as brand strategy decks and positioning presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including commercial due diligence decks and hospital and payer strategy presentations.

Create, evaluate, and refine AI-generated tax structuring presentation decks and client advisory slides for language model training.

Create and refine AI-generated presentations such as risk assessment presentation decks, regulatory readiness roadmaps, and control framework exhibits.

Write operating problems with reference answers and grade model-written operational analysis for business operations.

Write consulting case prompts with reference answers and grade model-built market sizings and profitability analyses.

Create, evaluate, and refine AI-generated slide decks, including expert report exhibits and damages analysis presentations.

Write realistic office-software tasks with reference answers, and grade model-generated documents, spreadsheets, and slides for correctness.

Design realistic finance Excel tasks with well-structured solutions, and evaluate Excel tasks and solutions with clear written feedback.

Design realistic Excel tasks, write accurate solutions, and evaluate Excel tasks and solutions with written feedback.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development, executive summary writing, and data-driven exhibit design.

Review coding agents' generated code in real-world repositories, determine technical correctness, and identify failure modes.

Create, evaluate, and refine AI-generated slide decks, including market entry decks and commercial due diligence presentations.

Create, evaluate and refine AI-generated presentations and slide decks, including deck architecture, storyline reviews and executive-level synthesis.

Create, evaluate, and refine AI-generated presentations and slide decks, such as board meeting decks, all-hands presentations, and QBR packages.

Create, evaluate, and refine AI-generated slide decks for healthcare commercial due diligence and pipeline assessment.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline reviews and executive-level synthesis for steering committee presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including storyline development, executive summaries, and slide structuring.

Create, evaluate, and refine AI-generated presentations, such as board meeting decks and executive offsite materials.

Create, evaluate, and refine AI-generated product strategy decks and roadmap presentations for language model training.

Build realistic healthcare operations tasks, give them to frontier AI models, and judge the results.

Create, evaluate, and refine AI-generated presentations and slide decks, including full-deck builds, deck restructuring, and executive summary rewriting.

Create, evaluate, and refine AI-generated slide decks, including storyline reviews and executive-level synthesis for steering committee presentations.

Design grading criteria for consulting deliverables and evaluate AI-generated work against them with written justifications.

Review AI-generated Excel formulas and spreadsheet workflows against project guidelines, and give trainers precise written feedback on quality issues.

Review AI-generated brand strategy and positioning outputs and provide precise written feedback on reasoning quality.

Evaluate AI models in Management Consulting and create tasks and deliverables based on real-world scenarios.