Qualifire vs Token Wise

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

Qualifire compared with Token Wise
Detail	Qualifire	Token Wise
What it does	Real-time guardrails and evaluation for LLM applications	See what every AI prompt costs and rewrite it in one click
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	GB
Pricing model	Freemium	Freemium
Pricing	Free plan includes 3 million tokens per month, unlimited users, and community support. Basic plan is $0/month with 300k monthly tokens and up to 3 protection rules. Pro plan is $550/month including 1 billion monthly tokens, unlimited protection rules, and email and Slack support. Additional tokens a	Free: $0 forever with 5 cloud optimizations per day, unlimited local rewrites, 100-prompt history with CSV export. Pro: $4.99/month or $39.99/year (save 33%) with 1,000 cloud optimizations per month, 500-prompt history with JSON export, Gemini 3 Flash Preview, custom focus presets, side panel worksp
Key features	Real-time guardrails with sub-20ms latency Hallucination detection and prevention Small language model judges tailored to business domain Content moderation and safety checks PII detection and masking Prompt management and studio Complete observability and tracing Rogue red team platform for agent evaluation Multiple deployment options Policy enforcement and custom rules	Live token cost estimates across ChatGPT, Claude, Perplexity, Gemini, Grok, Poe, OpenRouter, ChatHub, TypingMind and You.com Side-by-side comparison of original vs optimized prompts with savings shown in tokens and credits Dashboard with savings statistics: today, 7-day, and total saved tracking Prompt history with export: 100-prompt history with CSV or JSON export Keyboard shortcuts (Alt+Shift+O) for hands-free optimization Privacy-first: prompts stay local unless you click Optimize Optional API monitoring to track spending across all AI tools you use Transparent cost calculation using official per-token rates from each AI provider
What makes it different	99.6% faster evaluation than alternatives 97% cost reduction compared to traditional solutions Small judges providing low latency and cost efficiency Contextual guardrails that consider application context Purpose-built for agentic systems, RAG, and chatbots	No setup, API key, or third-party trackers required Transparent methodology with published formulas and per-model rates anyone can verify Works across 10 major AI platforms with a single extension Privacy by default: prompts never logged or stored Intentionally pessimistic estimates prevent bill surprises
Community votes	0	0
DR (Domain Rating by Ahrefs)	28 no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	11	0
Citation Flow (Majestic)	26	10
Referring domains (Majestic)	71	2

5 details filled in for both companies.

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