Product Design & Frontend Teams
System Error & Validation Message Sanitization
Transform cryptic, machine-generated database errors and validation codes into clear, polite, user-friendly UI guidance.
Vaakly
Zero-hallucination deterministic NLP. 100% offline.
Polishes rough, ESL, or telegraphic text into clean, professional sentences or structured checklists. Uses pre-baked WordNet vocabulary packs to guarantee that not a single fact, number, or instruction is altered or hallucinated.
0
Hallucinations Possible
$0
Runtime API Cost
1.6MB
Edge Pack Footprint
100%
Offline & Private
Commercial Advantage
Why enterprises choose deterministic NLP over cloud LLMs
Using frontier LLMs for routine grammar polish, error sanitization, and snippet formatting introduces latency, ballooning per-call bills, and severe hallucination risks. Vaakly guarantees fidelity with mathematical determinism.
🔒
Fidelity-First: Zero Hallucination
Vaakly repairs grammar, punctuation, and casing strictly from provided words. It will never invent nonexistent product features, dates, or prices.
💰
Eliminate Per-Token API Costs
Run millions of corrections every hour with zero external API fees. Pre-baked WordNet dictionary packs execute locally in memory with microsecond latency.
🛡️
100% Offline & Air-Gapped
Zero network dependencies. Completely safe for private banking, medical logs, defence applications, and strict GDPR/HIPAA compliance environments.
📦
Tiered Vocabulary Packs
Choose the right footprint for your runtime: Small (12k lemmas · ~1.6MB for edge/search), Medium (50k lemmas · ~7MB), or Large (120k lemmas · ~17MB).
⚡
Sub-Millisecond Speed
Executes in less than 1ms per sentence. Ideal for inline search query enhancement and high-throughput real-time streaming pipelines.
🌐
TypeScript & Python SDKs
Available on npm (`@vaagatech/vaakly-small`) and PyPI (`vaakly-small`) with zero native build dependencies. Works anywhere Node or Python runs.
Commercial Applications
High-impact text sanitization use cases
Where Vaakly enhances customer perception and data readability without risk.
Search & Information Retrieval Teams
Search Result Excerpt & Snippet Polishing
Polish retrieved raw text snippets for high-QPS search engines and RAG pipelines without the latency or cost of an LLM.
Field Operations & Service Teams
Operator & Field Inspection Checklist Formatting
Convert rapid, telegraphic technician notes into clean, readable, standardized bulleted summaries for management reports.
Capabilities
Clean English from your own words
Deterministic grammar rules backed by verified lexical structures.
✓Strict fidelity-first grammar repair guarantees facts, numbers, and key=value pairs are never rewritten
✓100% offline with zero cloud runtime calls — perfectly safe for private data and air-gapped systems
✓Replaces costly per-call LLM API bills with instant, deterministic microsecond processing
✓Available in small (~1.6MB), medium (~7MB), and large (~17MB) packs on npm and PyPI
Ready to polish machine text with zero API bills?
Connect with our team to try Vaakly on your actual error logs, search snippets, or user feedback forms.
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