
EcoToken
Optimizes AI prompts to reduce token usage, iteration time, and operational costs.

Product memo
AI users looking to control their LLM expenses and improve output quality turn to EcoToken. It reduces token usage and follow-up iterations by optimizing prompts, directly tackling the hidden costs of unoptimized AI interactions. The platform offers per-project calibration and transparent savings tracking, serving users who need tangible ROI from their AI investments.
- For who
- AI users optimizing prompts and costs
- Solves what
- Reduces AI token usage, follow-up iterations, and costs by optimizing prompts.
- Prompt optimization
- Cost tracking
- Per-project calibration
In their own words
Every prompt, optimized.
EcoToken rewrites your AI prompts to use fewer tokens, skip follow-up iterations, and show you the real dollars + minutes you reclaimed. Works with Claude, GPT-4o, Gemini, or any LLM you already use.
Every dollar, accounted for.
Operator & company
Company
- Founded
May 2026
Operating model
- Business model
Saas
- Platform
Web app
- Audience
Developers
Builder strategy
- Strategy Type
- Niche Specialist
- Stage
- Pre Revenue
- Effort
- Solo Buildable
About EcoToken Expand
EcoToken provides AI users with tools to optimize their prompts, directly addressing the common challenge of high token usage and escalating costs. It helps users refine their inputs to large language models, leading to more efficient processing and reduced expenses.
The platform offers features like prompt optimization, token usage tracking, and cost savings calculation, allowing for per-project calibration and a broad savings library. This focus on tangible cost reduction and efficiency makes it a valuable resource for anyone looking to maximize their AI investment and gain better control over their operational spend.
Niche context
AI prompt optimization tools
3 tracked →Adjacent niches
Competitive context
2 peers · Same primary niche.
Commercial cues
- Model
- subscription
- Free tier
- Yes
- Trial
- Available
Pricing strategy
- • A free tier with run limits lets users test optimization value.
- • The BYO API key option reduces friction for cost-conscious developers.
- • Annual billing offers a discount, encouraging longer-term user commitment.
