Askanything.Foreseeeverything.
Actonwhatmatters.
The distance from question to decision, cut to seconds.
Most tools tell you what happened. 4See tells you what's coming, what it's worth, and why — computed on your own data.
Built by engineers from
Built once. Works for everything.
Pipes compute and write results into your datasource as ordinary tables. Everything downstream just reads.
Ask follow-ups in plain language
Headless, scheduled, embedded
Automated, scheduled
One view per role, same tables
governed write-back — deliberately deferred
Prebuilt intelligence packs
Forecasts, rankers, and detectors you switch on — packaged once, ready for every use case.
Demand Forecast
Density-routed weekly forecasts with walk-forward accuracy published alongside.
Churn Ranker
Who's drifting away, ranked by expected value of intervening — with the reason attached.
Anomaly Detector
Watches every metric that matters and writes the exceptions, not the noise.
Forecast Eval
The proof table: WAPE, bias, and coverage for every forecast the platform ships.
Your Use Case
Bring your own problem — we package it as a pack. Same contract as every other pack on the board.
Next-Best-Action
Recommends today. Executes when the governed write-back layer lands.
Ship analytics inside your product
Embed dashboards, AI querying, and custom reports in your SaaS app with our SDK. White-label ready. Your customers' PII stays protected automatically.
import { VibeDashboard } from '@4See.ai/sdk'
<VibeDashboard
token={userToken}
theme="dark"
dashboard="revenue-overview"
piiMasking={true}
onInsight={(data) => {
console.log('AI insight:', data)
}}
/>Connect Your Data Sources
Works with the databases, warehouses, and platforms you already use
Deploy your way
Cloud VMs or on-prem bundles — deployed per customer, fitting your infrastructure and compliance requirements.
Hosted (Cloud)
Managed SaaS with instant setup, auto-scaling, and SOC 2 compliance. Start in minutes, not months.
- Instant provisioning
- Auto-scaling infrastructure
- SOC 2 compliant
- 99.9% uptime SLA
Enterprise (On-Prem)
Self-hosted for complete data sovereignty. Air-gapped deployment for the most regulated environments.
- Full data sovereignty
- Air-gapped deployment
- Custom SLAs
- PII stays on your infrastructure
Add-ons
Extend your plan with additional capacity and services
Purpose-built for your domain
Industry-specific intelligence — because the data problem is universal, but every domain needs its own answers.
Fraud Detection
Uncover hidden fraud patterns across transactions using entity relationship intelligence
Risk Analytics
Real-time risk exposure analysis across portfolios — no more week-old reports
Regulatory Reporting
Automated compliance insights with full audit trails and data sovereignty
Customer 360
Unify customer data across every touchpoint — without manual SQL joins
Trusted by data teams
"4See.ai's knowledge graph analytics helped us detect fraud patterns we couldn't see with traditional BI tools. 40% reduction in false positives."
"We moved from weeks-long report cycles to real-time insights. The multi-agent AI understands complex queries our team struggled to write in SQL."
"Embedded 4See.ai dashboards in our SaaS product in under a week. Our customers love the AI-powered querying."
"4See.ai's knowledge graph analytics helped us detect fraud patterns we couldn't see with traditional BI tools. 40% reduction in false positives."
"We moved from weeks-long report cycles to real-time insights. The multi-agent AI understands complex queries our team struggled to write in SQL."
"Embedded 4See.ai dashboards in our SaaS product in under a week. Our customers love the AI-powered querying."
"The columnar engine handles our 2B+ row datasets without breaking a sweat. Queries that took minutes now complete in milliseconds."
"Automatic PII masking gave our compliance team confidence. We run local LLMs for sensitive datasets — zero data leaves our infrastructure."
"Self-serve analytics finally works. Our business users ask questions in English and get accurate answers without involving the data team."
"The columnar engine handles our 2B+ row datasets without breaking a sweat. Queries that took minutes now complete in milliseconds."
"Automatic PII masking gave our compliance team confidence. We run local LLMs for sensitive datasets — zero data leaves our infrastructure."
"Self-serve analytics finally works. Our business users ask questions in English and get accurate answers without involving the data team."