Public Agents

Jobs

Outcomes an enterprise wants done, in our own words with the measures that would show them done. Each job page is a coverage cell: which solutions claim it, what evidence exists, and where nothing does. A zero is a finding.

Customer service Answering, routing and resolving customer requests after the sale.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Resolve tier-1 support requests without a human
cs.deflect-tier1
0 (a finding) 00000
Flag customers likely to leave from their interactions
cs.detect-churn-signals
0 (a finding) 00000
Draft replies a support agent sends with light edits
cs.draft-agent-replies
0 (a finding) 00000
Score every support interaction against the quality rubric
cs.score-interaction-quality
0 (a finding) 00000
Summarize a customer conversation for the next handler
cs.summarize-conversations
0 (a finding) 00000
Route incoming tickets to the right queue
cs.triage-route-tickets
0 (a finding) 00000

Finance and accounting Recording, reconciling, closing, forecasting and paying.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Categorize expenses to the chart of accounts
fin.categorize-expenses
0 (a finding) 00000
Draft the commentary explaining budget variances
fin.draft-variance-commentary
0 (a finding) 00000
Flag transactions that look wrong before they post
fin.flag-anomalous-transactions
0 (a finding) 00000
Forecast cash position over the coming weeks
fin.forecast-cash
0 (a finding) 00000
Match supplier invoices to purchase orders and receipts
fin.match-invoices-to-orders
0 (a finding) 00000
Reconcile bank and ledger balances
fin.reconcile-accounts
0 (a finding) 00000

People and recruiting Hiring, onboarding, policy and employee questions.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Answer employees' policy and benefits questions
hr.answer-policy-questions
0 (a finding) 00000
Draft a job description from a hiring brief
hr.draft-job-descriptions
0 (a finding) 00000
Schedule interviews across candidates and panels
hr.schedule-interviews
0 (a finding) 00000
Screen applications against the role's requirements
hr.screen-applications
0 (a finding) 00000
Summarize engagement survey comments into themes
hr.summarize-engagement-feedback
0 (a finding) 00000

Procurement Sourcing, comparing, contracting with and monitoring suppliers.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Classify spend into categories for analysis
proc.classify-spend
0 (a finding) 00000
Compare supplier quotes on a like-for-like basis
proc.compare-supplier-quotes
0 (a finding) 00000
Draft a request for proposal from requirements
proc.draft-rfp
0 (a finding) 00000
Monitor suppliers for risk signals
proc.monitor-supplier-risk
0 (a finding) 00000

Supply chain and logistics Forecasting demand, holding stock, moving goods.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Forecast demand per item and location
scm.forecast-demand
0 (a finding) 00000
Plan delivery routes that cut miles and keep windows
scm.optimize-delivery-routes
0 (a finding) 00000
Propose reorders that keep service levels within stock targets
scm.reorder-inventory
0 (a finding) 00000
Detect shipments that will miss their window
scm.track-shipment-exceptions
0 (a finding) 00000
JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Answer compliance questions from the policy corpus
legal.answer-compliance-questions
0 (a finding) 00000
Extract obligations and dates from signed contracts
legal.extract-contract-obligations
0 (a finding) 00000
Monitor regulatory changes that affect the business
legal.monitor-regulatory-changes
0 (a finding) 00000
Review a non-disclosure agreement against the playbook
legal.review-nda
0 (a finding) 00000

Marketing Content, campaigns, experiments and brand monitoring.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Run A/B tests on creative and pick winners
mkt.ab-test-creative
1 01100
Draft campaign copy in the brand's voice
mkt.draft-campaign-copy
0 (a finding) 00000
Monitor and summarize mentions of the brand
mkt.monitor-brand-mentions
0 (a finding) 00000
Optimize email creative per recipient
mkt.optimize-email-creative
1 00100
Optimize a landing page's conversion rate
mkt.optimize-landing-page
1 00100
Personalize email content per segment or recipient
mkt.personalize-email
0 (a finding) 00000
Publish and maintain a public web presence
mkt.publish-web-content
0 (a finding) 00000

Sales operations Leads, outreach, calls and CRM hygiene.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Draft personalized outreach messages
sales.draft-outreach
0 (a finding) 00000
Enrich leads with firmographic and contact data
sales.enrich-leads
0 (a finding) 00000
Score leads by likelihood to convert
sales.score-leads
0 (a finding) 00000
Summarize sales calls into notes and next steps
sales.summarize-calls
0 (a finding) 00000
Update the CRM from calls and emails
sales.update-crm-from-conversations
0 (a finding) 00000

IT operations and security Internal requests, alerts, access and internal knowledge.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Answer questions from the company's internal knowledge
it.answer-internal-knowledge-questions
0 (a finding) 00000
Detect anomalous access to systems and data
it.detect-anomalous-access
0 (a finding) 00000
Resolve routine IT requests without a technician
it.resolve-tier1-it-requests
0 (a finding) 00000
Triage monitoring alerts to the right responder
it.triage-alerts
0 (a finding) 00000

Software engineering Building, reviewing, testing and operating software: the delivery capability for every other function.

JobSolutionsMeasuredCase reportsClaims onlySupportingContradicting
Implement a scoped change from a written task
eng.implement-scoped-changes
0 (a finding) 00000
Investigate incidents to a root cause
eng.investigate-incidents
0 (a finding) 00000
Keep dependencies current and safe
eng.maintain-dependencies
0 (a finding) 00000
Review pull requests for defects and risks
eng.review-pull-requests
0 (a finding) 00000
Triage incoming issues and reproduce them
eng.triage-issues
0 (a finding) 00000
Write and maintain documentation from the code
eng.write-documentation
0 (a finding) 00000
Write tests that cover a change or a module
eng.write-tests
0 (a finding) 00000