①
Scenario-driven calculator
Model traffic spikes, retries, and success thresholds in seconds. See which LLM delivers the lowest cost per success before you deploy.
Agent Cost Advisor
Forecast LLM spend with a design system tuned for AI agent teams
Benchmark GPT-5, GPT-4o/4.1, Claude 4.5, Gemini 2.5, Qwen, ERNIE, Hunyuan, Grok, Doubao, DeepSeek, Mixtral, Llama 4 and more. Our calculator layers in retries, success targets, and GPU utilization so finance, product, and engineering stay aligned on AI ROI.
- Models tracked
- 49
- Coverage
- Proprietary APIs + open-source GPU hosting
- Use cases
- Support · Ops automation · Agent copilots
Production-ready LLMs
Scenario Snapshot
Developer Copilot
25k requests · 1,200 tokens/request · 88% success target
- $0.0018 / success
GPT-4o mini
OpenAI
- $0.0042 / success
Claude Sonnet 4.5
Anthropic
- $0.0024 / success
Mixtral 8x7B (self-hosted)
GPU @ RunPod
Layer in redundancy buffers and benchmark the true cost per successful task before you commit to scaling a new agent workflow.
Why teams adopt us
Built for multi-team AI launches
Replace static spreadsheets with an adaptive design system that reflects how agents really run: multi-step prompts, tool calls, fallbacks, and infrastructure trade-offs.
②
Proprietary + open-source coverage
Evaluate OpenAI, Anthropic, Google, Cohere, plus self-hosted Mixtral/Llama GPUs with transparent utilization assumptions.
③
Design system for decisions
Narrative-ready insights, roadmap cards, and export-ready layouts help you communicate trade-offs with stakeholders faster.
Preset scenarios
Popular agent templates
Activate a preset to jump-start your analysis. Each template captures real workloads from product teams shipping AI copilots and automations.
Customer Support Automation
Short replies with retrieval grounding and occasional hand-off.
- Monthly requests
- 18,000
- Avg tokens / request
- 670
- Redundancy buffer
- 10%
- Complexity multiplier
- ×1
Long-form Summarization
Process lengthy documents, generate comprehensive summaries.
- Monthly requests
- 4,000
- Avg tokens / request
- 3,850
- Redundancy buffer
- 5%
- Complexity multiplier
- ×1.2
Developer Copilot
Interactive coding assistant with iterative completions.
- Monthly requests
- 25,000
- Avg tokens / request
- 1,200
- Redundancy buffer
- 15%
- Complexity multiplier
- ×1.15
Structured Data Agent
High-volume form filling with strict validation rules.
- Monthly requests
- 55,000
- Avg tokens / request
- 660
- Redundancy buffer
- 7%
- Complexity multiplier
- ×0.9
Delivery roadmap
What’s shipping next
The MVP focuses on clarity and trust. Upcoming releases double down on collaboration and executive-ready reporting.
Q1 · Coming soon
CSV & PDF exports
Share scenario snapshots with finance and operations without spreadsheet gymnastics.
Q2 · Planned
Custom model entries
Plug in bespoke or fine-tuned models with your own pricing assumptions and metadata.
Q3 · Exploring
Pricing API integration
Sync official rate cards and GPU prices so your dashboards stay current automatically.
Ready to validate your AI agent business case?
Model your current workload today and request early access to CSV/PDF exports plus automated pricing updates. We’ll notify you as soon as the beta opens.
Start benchmarking now