How we test the experts

Saying an expert is "good" is cheap. Here is the exam instead: 50 real scenarios across 10 industries, scored on 258 weighted criteria.

scenarios
50scenarios
industries
10industries
criteria
258criteria
hard level
8hard level
industry

Education

5

Year-8 maths topic summary + question bank

medium
  • 25Clear, plain topic summary
  • 25Variety across the 10 questions
  • 20Quality of the worked examples
  • 15Attention to common mistakes
  • 15Turkish fluency in a student's register
egitim-01niche

Online Python course — beginner curriculum

medium
  • 25Curriculum is sequenced and cumulative
  • 20Hands-on projects
  • 15Motivating final project
  • 15Turkish-to-English term mapping
  • 15Realistic distribution of hours
  • 10Homework and Q&A format
egitim-02nichedev

Message to a parent about a poor grade

easy
  • 30Not accusatory
  • 25Proposed solution
  • 20Professional yet warm tone
  • 15200-word limit
  • 10An action the parent can take
egitim-03niche

Year-12 university choice guidance

medium
  • 25Sensible list of choices
  • 25Comparison across departments
  • 20Fit to the student profile
  • 15Decision matrix
  • 15Awareness of the Turkish education system
egitim-04niche

Year-4 reading comprehension text + questions

easy
  • 25Age-appropriate (age 9)
  • 20Alignment with the national curriculum
  • 25Variety across the 5 questions
  • 15Subject-matter accuracy
  • 15Fun vs instructive balance
egitim-05niche
industry

Finance

5

Monthly VAT return preparation checklist

medium
  • 25Completeness of the document list
  • 25Checklist items
  • 20Dates and deadlines
  • 15Practical order of steps
  • 15Turkish accountancy register
finans-01business

12-month cash flow projection (SMB)

medium
  • 2512-month table structure
  • 20Seasonality reflected
  • 20Collection delay is modelled
  • 15Completeness of expense categories
  • 20Bottleneck warning
finans-02business

Sole trader → limited company tax advantage analysis

hard
  • 30Correct tax burden calculation
  • 20Social security and other costs
  • 15Difference in operating cost
  • 20Decision table
  • 15Net savings figure
finans-03business

NPV/IRR analysis for a machinery investment

medium
  • 30Correct NPV calculation
  • 20IRR approach
  • 15Payback period
  • 15The decision is reasoned
  • 20Sensitivity analysis
finans-04business

Tier-based pricing for a SaaS product

medium
  • 253-tier logic fits the segments
  • 20Feature matrix
  • 25Realistic price range
  • 15Competitor analysis
  • 15Trial and contract detail
finans-05business
industry

Healthcare

5

Reducing no-shows at a dental clinic

medium
  • 25Variety of interventions
  • 20Measurement metrics
  • 20Realistic budget
  • 1530-day calendar
  • 10Privacy-law compliance
  • 10Fluency in Turkish
saglik-01nicheturkish-personas

Implant treatment package pricing

easy
  • 253 packages are meaningfully different
  • 25Cost line items
  • 20Realistic price ranges
  • 15Comparison table
  • 15Warranty terms
saglik-02niche

Post-operative patient follow-up message set

medium
  • 25Each of the 7 days is different
  • 25Medical accuracy
  • 20Empathy and tone
  • 15When each action happens
  • 15Turkish fluency, plainly written
saglik-03niche

Local SEO blog calendar for a dental clinic

medium
  • 25Keyword strategy
  • 20Pillar/cluster structure
  • 20Meta description quality
  • 20Content outline
  • 15Turkish fluency and search intent
saglik-04seo-extendedniche

Professional reply to a bad Google review

hard
  • 25Not defensive
  • 20Proposed solution
  • 20Data protection and confidentiality
  • 15Advertising regulation compliance
  • 20Effect on prospective patients
saglik-05nicheprofessional
industry

Legal

5

Spotting privacy-law risk in a supplier contract

medium
  • 25Citation of privacy-law articles
  • 20Justification of the risk level
  • 25Recommended actions
  • 15Turkish fluency, jargon in balance
  • 15Structured output
hukuk-01professionalturkish-personas

Labour court claim for unpaid wages

hard
  • 15Petition format and salutation
  • 15Incident summary
  • 25Legal basis
  • 20The relief sought
  • 15Calculation table
  • 10Evidence
hukuk-02professional

Privacy notice for an online retail site

medium
  • 30All mandatory elements present
  • 20Plain language the customer understands
  • 15Retention period and deletion
  • 15Data subject rights (art. 11)
  • 10Controller registry and contact details
  • 10Structure
hukuk-03professional

Notarised demand letter for unpaid rent

easy
  • 20Format of the demand letter
  • 25Detail of the debt
  • 20Legal basis
  • 20Payment demand and eviction warning
  • 15Tone — lawful but not aggressive
hukuk-04professional

Draft articles of association for a limited company

medium
  • 25Mandatory commercial-code clauses
  • 20Objective and topic — software-focused
  • 1560/40 equity split is clear
  • 15Management and representation
  • 15General assembly and quorum
  • 10Practical notes (tax, registered e-mail, trade registry)
hukuk-05professionalbusiness
industry

Manufacturing

5

OEE measurement and improvement plan

medium
  • 20Correct OEE formula
  • 25Loss analysis
  • 20Root cause logic
  • 2090-day calendar
  • 15Reference to ISO 9001 procedures
uretim-01businessinfrastructure

Customer complaint root cause analysis (8D)

medium
  • 25Complete 8D format
  • 25Analytical root cause
  • 15Fast interim containment
  • 20Corrective action is permanent
  • 15Awareness of automotive standards
uretim-02businessinfrastructure

Chinese supplier → local supplier switch analysis

hard
  • 25Detailed cost calculation
  • 20Quality and risk assessment
  • 20Lead time advantage quantified
  • 15FX risk management
  • 206-month roadmap
uretim-03business

Risk assessment — hand injury risk on presses

medium
  • 20Compliance with OHS law 6331 + ISO 45001
  • 25Risk matrix (likelihood × severity)
  • 25Hierarchy of controls
  • 15Analysis of past incidents
  • 15Implementation schedule
uretim-04professionalinfrastructure

Capacity feasibility analysis for a new order

medium
  • 25Capacity calculation
  • 20Options for extra capacity
  • 20Cost impact
  • 20Delivery time commitment
  • 15The decision is reasoned
uretim-05business
industry

Other

5

Weekly team meeting agenda + format

easy
  • 25Time-box discipline
  • 25Action log format
  • 20The flow makes sense
  • 15Team health check
  • 15Realistic within 60 minutes
diger-01businessorchestration

Senior backend developer job ad + interview plan

medium
  • 25Job ad quality (appealing and specific)
  • 254 stages with distinct purposes
  • 20Example questions
  • 15Fair and bias-aware
  • 15Fit with the Turkish market
diger-02businessdev

Monthly one-page report for the C-suite

easy
  • 25The 5 KPIs are well chosen
  • 25Balance of upside and risk
  • 20Clear focus areas
  • 15Quality of the compression
  • 15Action-oriented
diger-03businessorchestration

Designing a personal productivity system

medium
  • 25Coherence of the system
  • 20Deep work vs email balance
  • 20Tool comparison
  • 20Practical application
  • 1530-day calendar
diger-04nicheorchestration

Pre-seed pitch deck outline

hard
  • 2010–12 slides in the right order
  • 25One message per slide
  • 20Data and storytelling in balance
  • 15Awareness of the Turkish market
  • 20Visual suggestions
diger-05businessorchestration
industry

Retail

5

Seasonal product inventory planning

medium
  • 25Correct demand forecast
  • 20Lead time calculation
  • 1515% safety stock
  • 20Category distribution
  • 20Practical order table
perakende-01business

7-day Black Friday campaign plan

medium
  • 25Each daily plan is different
  • 20Messaging variety
  • 20Realistic revenue target
  • 15Stock control checklist
  • 20Discount psychology
perakende-02businessseo-extended

Returns policy and automated message set

medium
  • 25Policy is clear and customer-friendly
  • 255 messages: distinct yet consistent
  • 20Distance selling regulation compliance
  • 15Privacy-law compliance
  • 15Customer psychology
perakende-03businessprofessional

Training module for shop floor sales staff

medium
  • 203 days sequenced by topic
  • 25Realistic role-play scenario
  • 20Cross-sell techniques
  • 15Objection handling
  • 20Assessment and feedback
perakende-04businessniche

Store window design concept — start of season

easy
  • 20Clear seasonal theme
  • 20Mannequin placement
  • 20Budget discipline
  • 20Focal point design
  • 20Detail of practical application
perakende-05nichebusiness
industry

SEO

5

Technical SEO audit of an e-commerce site

medium
  • 25Completeness of audit categories
  • 20Prioritisation logic
  • 25Actionable resolution steps
  • 15Specific to Turkish e-commerce
  • 15Structure (table + priority matrix)
seo-01seo-extended

Keyword research for a niche market

easy
  • 2520 keywords, clearly differentiated
  • 20Search intent correctly classified
  • 20Reasonable volume estimates
  • 20Page type recommendations
  • 15Seasonality and niche insight
seo-02seo-extended

90-day content calendar for B2B SaaS

medium
  • 20Clear cluster structure
  • 20Funnel balance
  • 20Persona and intent are consistent
  • 15Variety of calls to action
  • 15Insight into Turkish HR practice
  • 10Feasibility
seo-03seo-extendedbusiness

Backlink strategy for a Turkish insurance site

medium
  • 25Quality of the prospect list
  • 20Outreach template
  • 20Varied content proposals
  • 15Strictly white-hat
  • 10Metrics and ROI
  • 106-month roadmap
seo-04seo-extended

schema.org markup set for a restaurant

hard
  • 25Completeness of schema types
  • 25Valid JSON-LD syntax
  • 15Turkish localisation
  • 20Required fields are satisfied
  • 15Quality of the 5 FAQPage examples
seo-05seo-extendeddev
industry

Services

5

14-day onboarding plan for a new B2B client

medium
  • 25Every stage of the 14 days is clear
  • 20Role definitions
  • 20Time to value
  • 15Risk and churn prevention
  • 20Customer experience — delight and value
hizmet-01business

SLA document for an enterprise customer

medium
  • 25Uptime and how it is measured
  • 25Response/resolution classification
  • 20Escalation matrix
  • 15Credit policy
  • 15Exceptions and planned maintenance
hizmet-02businessinfrastructure

Structure of a consulting project proposal

medium
  • 253 packages clearly differentiated
  • 25Specific deliverables
  • 20Price-to-value balance
  • 15Acceptance criteria
  • 15Legal and payment terms
hizmet-03business

Crisis communication plan for a service outage

hard
  • 25Realistic timeline
  • 25Tone — accountability and reassurance
  • 20Status page and social templates
  • 15Post-mortem structure
  • 15Compensation policy
hizmet-04businessinfrastructure

B2C customer base segmentation analysis

medium
  • 25Correct use of RFM
  • 20Realistic segment sizes
  • 25Message-to-segment fit
  • 15Channel choice
  • 15Reactivation schedule
hizmet-05businessseo-extended
industry

Software

5

Security review of a Node.js Express API

medium
  • 20SQL injection detected
  • 20Plaintext password comparison
  • 15Hard-coded JWT secret
  • 15Error message leaks the email
  • 15Rate limiting and brute force
  • 15Fix code snippets
yazilim-01dev

Multi-tenant SaaS database architecture

hard
  • 25Correct analysis of the 3 strategies
  • 20Concrete cost calculation
  • 20Data isolation for privacy
  • 15Migration and operations
  • 20The recommendation is justified
yazilim-02devinfrastructure

Docker Compose production deploy to Hetzner

medium
  • 25Commands actually run
  • 25Security (firewall, SSH, secrets)
  • 20TLS and nginx config
  • 15Zero-downtime and rollback
  • 15Backup and monitoring
yazilim-03devinfrastructure

Optimising a slow PostgreSQL query

medium
  • 25Correct reading of EXPLAIN
  • 25Index recommendations
  • 20Query rewrite
  • 15Target performance forecast
  • 15Side effects (write cost, disk)
yazilim-04dev

Test strategy for new API endpoints

medium
  • 25Correct test pyramid
  • 25Edge case coverage
  • 20CI integration
  • 15Coverage target
  • 15Mock vs real dependencies
yazilim-05dev

Why this matters to you

The employee you rent and the expert you connect to your own Claude come from the same roster, and take the same exam.