AI Live Stream Economics Calculator

Generation-focused economics: estimate model/API generation expenses, audience monetization, and break-even viewer thresholds powered directly by verified temporal pricing records. CDN, bandwidth and delivery infrastructure costs are not included in break-even estimates.

Scenario PresetsSCENARIO ASSUMPTIONS

Continuous 24-hour stream with 100% newly generated content and ad monetization. (All values below remain fully editable).

1. Generation Architecture

VERIFIED PRICING
Pricing Rate BasisEvaluated against verified temporal database records
Live Hours / Day24h
Channel Count1
Fresh Generation Ratio100% Fresh · 0% Replay
Portion of airtime requiring newly synthesized video vs recycled/loop library clips.
Generation Waste & Retries+10%
Generated seconds discarded due to retries, dropped scenes, or latency buffers: generated_required × (1 + wasteRate).

2. Audience Scale

USER ASSUMPTION
Average Concurrent Viewers (CCV)500
Use Current Observed AudienceOBSERVED TELEMETRY

Populates only public observed audience numbers; never infers private revenue or operating costs.

3. Advertising Economics

USER ASSUMPTION
Ad CPM ($)$5.00
Gross revenue per 1,000 ad impressions.
Ad Breaks / Viewer-Hour4
Ad impressions delivered per hour watched.

4. Interactive & Other Revenue

USER ASSUMPTION
Paid Prompt Price ($)$0.00
Paid Prompts / Hour0
ESTIMATED GENERATION ECONOMICS (30-DAY MONTH)VERIFIED PRICING
Monthly Generation Cost$114,048
Break-Even CCV7,920
Cost / Viewer-Hour$0.32
Required Ad CPM$79.20
Monthly Gross Profit-$106,848
Gross Margin-1484%
At the selected assumptions, the channel reaches break-even at approximately 7,920 average concurrent viewers.
Generation-focused economics: covers model/API generation costs only. CDN, bandwidth and delivery infrastructure costs are not included in cost or break-even estimates.

Calculation Audit Breakdown

Total Stream Runtime:24h / day · 720h / month
Fresh Generation Runtime:24.0h / day (100%)
Replay / Reused Runtime:0.0h / day (0%)
Waste-Adjusted Generation Runtime:26.4h / day (×1.10)
Generated Seconds / Day:95,040 s
Applied Unit Price:$0.04000/sec

Generation Cost / Day:$3,801.60
Generation Cost / Month:$114,048
Viewer Hours / Month:360,000 vh
Ad Revenue (Monthly):$7,200
Paid Prompt Revenue (Monthly):$0
Fixed Revenue (Sponsor/Sub):$0
Total Estimated Revenue:$7,200

Active Pricing Provenance

VERIFIED PRICING
Model: H3 Max Turbo (768p)
Rate: $0.04000/sec (STANDARD)
Effective Period: Sep 8 → Present
Verified: Oct 16, 2026