Self-learning technology that identifies duplicate content with 100% precision. No GPU required. Patent pending.
Upload up to 50 queries and see real deduplication results, demo works as a limited showcase without backend run
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CSV (one query per line) or JSON array - Max 100 queries
Enterprise-grade deduplication technology that learns and improves automatically
Automatically discovers synonyms and patterns from your data. No training required.
Configurable thresholds ensure zero false positives when needed.
3,000-40,000 queries/second on standard CPU. No GPU required.
Three USPTO patents pending. Licensed technology for your competitive advantage.
51% storage reduction verified on 50,000+ real-world queries.
Simple Python API. Works with any existing infrastructure.
Three revenue-ready solutions built on Hiwosy™ technology
Cut AI API costs by 40-60%. Cache responses semantically - "How to reset password" and "How can I change my password" return the same cached response.
Clean 1TB of training data in hours, not weeks. Remove duplicates and near-duplicates from LLM training datasets automatically.
Real-time toxicity, cheat, and bot detection at 40K QPS. No GPU required. Protect players and improve game experience.
Reduce storage costs, improve moderation, and enhance player experience with self-learning deduplication
Problem: 50-60% of support tickets are duplicates. "Game crashed", "Can't login", "Lost my items" repeated thousands of times.
Problem: Millions of chat messages daily. Spam, toxic messages, and repeated content flood servers.
Problem: Same bug reported 100+ times with slightly different wording. "Game crashes on startup" vs "Crashes when I launch".
Problem: NPC dialogues, quest descriptions, and item text have duplicates. Localization multiplies storage costs.
Problem: Event logs, player actions, and telemetry generate massive duplicate data. "Player clicked button X" logged millions of times.
Problem: Player reviews, mod descriptions, and forum posts have duplicates. Spam and repeated content clutter platforms.
Everything you need to integrate Hiwosy™ into your systems
Complete API reference with endpoints, code examples in Python, JavaScript, PHP, and cURL. Error codes, rate limits, and authentication guide.
From semantic deduplication to Semantic Operating System. LLM integration, RAG enhancement, autonomous learning, and the future of computing.
Honest comparison: different tools solve different problems
Purpose: File compression
Reduces file sizes by finding repeated byte patterns. Excellent for what it does - but it doesn't understand content meaning.
Purpose: Near-duplicate detection
Google's algorithm for finding similar documents based on word frequencies. Great for same-word duplicates, but misses synonyms.
Purpose: Semantic deduplication
Understands meaning, not just words. "Reset password" and "change password" are the same intent - we catch that.
| Capability | gzip | SimHash | Hiwosy™ |
|---|---|---|---|
| Primary Purpose | File compression | Near-duplicate detection | Semantic deduplication |
| Exact duplicates | ✓ (same bytes) | ✓ | ✓ |
| Same words, different order | ✗ | ✓ | ✓ |
| "reset" ↔ "change" | ✗ | ✗ | ✓ Synonym match |
| "How do I" ↔ "I want to" | ✗ | ✗ | ✓ Pattern match |
| Typo handling ("passowrd") | ✗ | ⚠️ Limited | ✓ |
| Self-learning vocabulary | ✗ | ✗ | ✓ |
| Typical dedup rate on support data | ~5-8% | ~20-30% | 50-65% |
gzip and SimHash are excellent tools for their intended purposes. We're not replacing them - we're solving a different problem they can't address: semantic equivalence.
If you need file compression → use gzip. If you need web-crawling deduplication → SimHash is proven at scale (Google uses it).
If you need to catch "reset password" and "change password" as the same query → that's where Hiwosy™ shines.
SimHash metrics: Penn State study (F-score 0.91, precision 0.94, recall 0.88 at k=3) • Source
Send us up to 1,000 sample queries and receive a detailed report showing potential storage savings.
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Email us a CSV or JSON file with up to 1,000 sample queries (support tickets, chat messages, etc.)
We run your data through Hiwosy™ deduplication engine using our patented algorithm
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If results look good, we'll schedule a call to discuss pilot project or integration options
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