Fervent Wishes
Media, public records, and civic software.
4 assigned roles · 1 pilotCompany total · all functions
- Estimated monthly savings
- $454.46
- Annualized estimated savings
- $5,453.52
4 role assignments · pilots excluded
Development03
Newsroom & AI integration engineer
United We Stand · Newsroom
Develops the publishing system, source aggregation, and transcription and translation interfaces.
Human review Sean Talbot
Illustrative / month
- Human benchmark
- $153.84
- AI + review budget
- $20.67
- Modeled savings
- $133.17
Scenario assumptions
Planning hours are shared equally among roles within this function. Tool and review budgets are allocated by those hours across the portfolio.
- Workload
- 2.35 hours / month
- AI / tool budget
- $6.69 / month
- Human review
- 0.21 hours × $65.38 / hour = $13.98 / month
- Benchmark basis
- Employee wages
- Employer burden
- 0.00%
Human oversight & verification
Sean sets the brief, reviews the work, and approves publication or release.
Latest evidenced work:
Active Laravel publishing, reader, and local language-model integration work verified in workspace records.
Media intelligence engineer
Atlas
Builds transcript search, clip-selection tools, captioned rendering, and public evidence pages.
Human review Sean Talbot
Illustrative / month
- Human benchmark
- $153.84
- AI + review budget
- $20.67
- Modeled savings
- $133.17
Scenario assumptions
Planning hours are shared equally among roles within this function. Tool and review budgets are allocated by those hours across the portfolio.
- Workload
- 2.35 hours / month
- AI / tool budget
- $6.69 / month
- Human review
- 0.21 hours × $65.38 / hour = $13.98 / month
- Benchmark basis
- Employee wages
- Employer burden
- 0.00%
Human oversight & verification
Sean sets the brief, reviews the work, and approves publication or release.
Latest evidenced work:
Delivered Claude lane-worker tasks and media tooling commits verified in source and session records.
Media tooling engineer & QA
Fervent media tools
Builds audio review and editing features, import tools, and export workflows.
Human review Sean Talbot
Illustrative / month
- Human benchmark
- $153.84
- AI + review budget
- $20.67
- Modeled savings
- $133.17
Scenario assumptions
Planning hours are shared equally among roles within this function. Tool and review budgets are allocated by those hours across the portfolio.
- Workload
- 2.35 hours / month
- AI / tool budget
- $6.69 / month
- Human review
- 0.21 hours × $65.38 / hour = $13.98 / month
- Benchmark basis
- Employee wages
- Employer burden
- 0.00%
Human oversight & verification
Sean sets the brief, reviews the work, and approves publication or release.
Latest evidenced work:
Song Filter implementation, waveform editing, import, and WAV export work verified in workspace records.
Design01
Newsroom interface designer
Newsroom
Designs the reader, caption overlay, and review interfaces around AI-generated text.
Human review Sean Talbot
Illustrative / month
- Human benchmark
- $66.67
- AI + review budget
- $11.72
- Modeled savings
- $54.95
Scenario assumptions
Planning hours are shared equally among roles within this function. Tool and review budgets are allocated by those hours across the portfolio.
- Workload
- 1.33 hours / month
- AI / tool budget
- $3.79 / month
- Human review
- 0.12 hours × $65.38 / hour = $7.93 / month
- Benchmark basis
- Employee wages
- Employer burden
- 0.00%
Human oversight & verification
Sean sets the brief, reviews the work, and approves publication or release.
Latest evidenced work:
Current reader and caption overlay implementation verified in the Newsroom workspace.
Research & strategy01
Ukrainian language processing
Newsroom
Tests Ukrainian transcription, transliteration, and translation for newsroom work.
Accountable Sean Talbot
Human oversight & verification
Sean directs the pilot and reviews its output before use.
Latest evidenced work:
Local model experiments verified in workspace records; live broadcast automation remains a pilot.