harpin AI: Data That Knows Who’s Who and What’s What. Finally, Some Clarity

Bad data doesn’t just slow you down — it straight-up lies to you. harpin AI’s Resolve capability reconstructs fragmented, inconsistent records into reliable, enriched profiles built for action — not just analysis.

Features:

• Enterprise-grade identity resolution  — We apply a multi-pass blocking method, probabilistic and rule-based matching, and hierarchical clustering — resolving even the messiest data sets quickly and accurately, online and in batch. → Advanced enough to untangle the toughest identity messes. Fast enough to keep up with your business.
• Field-level intelligence  —  From email equivalence rules to address standardization and phone validation, we normalize, validate, and even repair key fields using LLMs. → Missing or misspelled names? We’ve got a fix for that — so you don’t waste time second-guessing who’s who.
• Custom canonical data model  — We support multiple historical values for fields and leverage LLMs to automatically map client schemas to ours — reducing friction during data onboarding. → The result: faster onboarding with less back-and-forth.
• Built-in scoring at every level  — Every field, record, and customer profile is scored for data quality, so you know exactly where your data stands — and where it needs work. → Because data quality isn’t a one-time fix — it’s an ongoing upgrade. With consumer records doubling every 18 months, yesterday’s clean data can easily become today’s liability.
• Smart Record Linking  — We deploy dedicated ML models to determine which records belong together, and apply edge pruning when they don’t. The result? Confident, connected identities without false merges. → Because your system shouldn’t think John Smith, Jon Smyth, and J. Smith are three different people.
• Identity graphing: Our native solution supports persistent Personal Identification Numbers (PINs) and sub-PINs, enabling accurate identity tracking across use cases — with the flexibility to balance precision and coverage based on your goals. → It’s how you know the same person who bought online last year is the one calling support today — even if their email or phone number changed.
• Non-deterministic AI that gets smarter over time  — Unlike rigid rules-based systems, our models adapt, learn, and refine over time — ensuring better accuracy and fewer false matches as your data evolves. → Smarter decisions, fewer surprises.
• Deploy anywhere  —  harpin AI’s identity resolution can run inside your environment — keeping your data safe, secure, and compliant. → Flexible enough to meet you where your data lives.
  

Answers are only as good as the data behind them. If your records are fragmented, outdated, or riddled with duplicates, you’re not making decisions — you’re making guesses. harpin AI acts as your AI agent analyst — a data expert that ensures your information is accurate, connected, and ready for action.

Features:

• Natural language querying — ask “What’s my most popular product among first-time buyers?” and get a real answer, instantly — no SQL, no delays, just answers.
• Automated pattern recognition — spot customer trends, operational inefficiencies, and revenue opportunities hiding in plain sight, fast.
• Self-service analytics — because waiting weeks for a report is so last decade. 
• Take action  — Once your data is validated and connected, it becomes an analytics goldmine — ready to fuel smarter decisions, automation, and revenue-driving moves at lightning speed.

harpin AI embeds seamlessly into your business, flowing securely and automatically into the systems you already use. No rip-and-replace, no chaos, no crying — just structured, connected data fueling smarter decisions, automation, and AI.

Features:

• Connect to hundreds of systems with pre-built connectors, webhooks, and API integrations — because data should flow, not frustrate.
• Automatically map, normalize, and perform data standardization across sources — so you don’t have to.
• Plug-and-play integrations — send structured, validated data straight to your cloud warehouse and analytics tools (because manual exports are so 2005).