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kibbu vs Contextwaise

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

kibbu compared with Contextwaise
Detailkibbu logo kibbuContextwaise logo Contextwaise
What it doesRun your product's AI features on machines you already own Context optimization for production AI
StageNot given MVP
FoundedNot given Not given
Based inIL GB
Pricing modelNot given Freemium
PricingNot given Free: 1M context tokens (one-time). Pro: $15/month for 100M tokens/month, $0.18 per extra 1M tokens. Scale: $49/month for 350M tokens/month, $0.15 per extra 1M tokens. 30% off Pro or Scale for the first year for early access teams.
Key features
  • OpenAI-compatible API
  • Zero data retention
  • Automatic idle detection and workload routing
  • MDM-based agent installation
  • Cloud fallback with transparent logging
  • Support for Macs, Windows and Linux
  • Memory and speed estimation for models
  • Optional on-premises deployment
  • Data routing controls for sensitive workloads
  • Removes duplicate context and off-topic results
  • Works with any LLM provider
  • API and SDK integrations
  • Quality guard checks if kept context is sufficient
  • Local cleanup of tool output and JSON fields
  • Fallback to original context on service failure
  • Per-agent budgets and token limits
  • Savings report showing cost avoided
What makes it different
  • Costs stay flat as you grow because you pay for electricity instead of per-token cloud fees
  • Only uses idle time, stepping back immediately when users return
  • Code stays the same - just change the API base URL and key
  • Works with hardware you already own without buying new equipment
  • No data storage of prompts or responses
  • Reduces input tokens to LLMs by 56–71% on average
  • Optimizes in milliseconds without slowing requests
  • No model or provider changes required
  • Every removal logged with reason and recoverable
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)06
Citation Flow (Majestic)1619
Referring domains (Majestic)32

4 details filled in for both companies.

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