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Every token, accounted for.

Interactive prompt pricing engine and token accounting studio. Type prompts, configure schemas, and project inference costs in real time across Frontier, Workhorse, and Generative Media cohorts.

Templates:
RunLog Toolbar:
● Real-time synced
Prompt Payload Studio
Reactive recalculation
⚡ Auto-Complexity: Simple (~0 thinking tokens) 0 tokens
🔄 Context Compounding Simulator

In ChatGPT, Claude, and agent loops, every follow-up question re-transmits the entire prior conversation history as input tokens.

💬 Current Turn in Conversation Turn 1 (Fresh Chat)
Turn 1 (Fresh) Turn 5 (Brief) Turn 15 (Deep) Turn 40 (Bloated)
🤖 Avg Output per Past Turn (Response Length) 600 tokens
Short (150) Standard (600) Long / Code (1,500) Deep (3,000)
Accumulated Past Context Debt: +0 tokens
Agent guidelines, personas, or guardrails 0 tokens
OpenAI function definitions, Zod schemas, or Pydantic JSON 0 tokens
High-res tiles (~765 tokens/img)
~1,500 tokens / minute
~650 tokens / page
~260 tokens / second
Multimodal token estimation 0 tokens
🧠 Extended Thinking / Reasoning Tokens (Claude 3.7, o1, o3-mini, DeepSeek R1) 0 tokens
Standard (0) Balanced (4,000) Deep Search (16,000) Max Reasoning (32,000)
📤 Expected Output / Completion Tokens 500 tokens
Short (250) Structured (1,000) Code (4,000) Article / Context (16,000)
Simulate Agent Production Volume:
Estimated Total Tokens
0
Input / Output Split
0 in / 500 out
System
User Prompt
Schema/Media
Thinking
Output
✓ Prompt Compact & Efficient
No trace dumps or redundant boilerplate detected. Optimal token efficiency.
Live Cohort Benchmark:
Top Frontier / Reasoning
Claude 3.7 Sonnet (Standard)
$0.00
Anthropic • 200k Context ~650ms avg
Top Workhorse & High-Speed
Gemini 2.0 Flash
$0.00
Google • 1M Context ~240ms avg
Generative Media & Voice Per Generation / Min
FLUX.1 Schnell (fal.ai)
$0.003
fal.ai • 4-Step Distilled Image ~450ms avg

Real-Time Model Pricing Matrix

Calculated per active prompt payload and scaled run volume.

Model Cohort Context Input / 1M Output / 1M Thinking / 1M Total Cost
RUNLOG PRICER PRO // €5/MONTH

Automate Prompt Cost Checks in CI/CD

Prevent costly prompt bloat and runaway token budgets before shipping to production. Integrate the RunLog CLI into GitHub Actions or query the real-time pricing API.

✓ runlog price ./prompts CLI binary ✓ GitHub PR bot comments with cost delta ✓ REST API endpoint access ✓ Unlimited team members
Ship-Check Platform

RunLog Ship-Check (€14/mo)

Automated GitHub PR release-gating for AI agents (200 PR checks included). Run regression test suites, enforce cost budgets, and gate deployments automatically.

Explore Ship-Check →
Operator Diagnostic

5-Day Agent Trace Audit (€750)

Expert consulting & agent trace diagnostic led by Vasco Lacerda. We ingest your OTel / LangSmith traces and identify silent token waste and latency bottlenecks.

Book 5-Day Audit →
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