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

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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

ProvenRadar analysis

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.

Competitive context

2 peers · Same primary niche.

Geniea

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Aetherify

Aetherify

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1

Signals

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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.