Predict smarter with a single query

Query your data & get instant predictions—no model training required.

Software has always treated the user as the inference engine. Aito is the predictive database that makes the assumption optional — proven across predictive ERP, predictive accounting, and predictive e-commerce.

<200msQuery latency

99.9%Uptime SLA

10M+Predictions/day

See the demos → recognize the pattern → talk to engineering

EU-hosted (Ireland) • GDPR-ready • AES-256 / TLS 1.3

Query

{
  "from" : "invoices",
  "where" : {
    "Description": "AWS Cloud"
  },
  "predict" : "Processor",
  "limit": 1
}

Response

{
  "hits": [{
    "$p": 0.908,
    "Department": "IT",
    "Name": "Carol White"
  }]
}

Run this query live

See Aito in Action

Real use cases with actual query syntax and production results

NLP Text Classification

Real-timeanalysis

{
  "from": "prompts",
  "where": { "prompt": "Which payment methods do you provide?" },
  "predict": "answer"
}

Try live demo →

From Insight to Automation — Analyze → Assist → Automate

The three modes of a predictive application: Analyze, Assist, Automate. Same predictive operators across all three.

📊

Analyze

Make decisions from data — instantly.

Segment customers, forecast outcomes, monitor quality. Start with analytics, evolve into predictive KPIs.

Product analyticsSegmentationMonitoringForecasting

🎯

Assist

Suggest the next best action — with confidence.

Smart search, recommendations, autofill and routing suggestions. Human stays in control; Aito boosts accuracy and speed.

Smart searchRecommendationsAutocompleteAutofill

⚡

Automate

Put predictions into production workflows.

Invoice processing, PO routing, classification, tagging. Powers predictive accounting, predictive ERP, and any custom RPA workflow.

Invoice processingPO routingTag predictionAnomaly detection

Apply all three across every screen — that's a predictive application.

What is a Predictive Application?

The problem.Every form, every routing choice, every approval — most enterprise software puts the decision on the user. The data already contains the pattern; the user is the one matching it by hand.

What's changed.Per-prediction cost has collapsed. Prediction is now a query, not a project. The decision economics flip: every field becomes a candidate, not just the top two or three.

The result.A predictive application is software designed around the premise that the user should never make a decision the data has already made for them. Calibrated confidence decides what auto-processes, what routes to review, and what stays manual.

Predictive features on every screen

Pattern Discovery

Statistical patterns ranked by lift, mined live.

Honest Evaluation

The system scores its own predictions.

Demand Forecast

_predict units_sold, seasonality included.

Smart Search

Persona-conditioned re-ranking.

Recommendations

Cross-sell, similar items, for-you.

Smart Forms

Pick one field. The rest predict.

Categorization & Routing

Account, cost center, approver per PO.

Anomaly Detection

Low confidence on a normal field is the anomaly.

Multi-field Prediction

Catalog gap-fill. Predict many fields at once.

Browse all 39 use cases →

Built for Your Industry

Predictive Accounting

Build predictive accounting SaaS — GL coding, approver routing, payment matching, anomaly detection — from one multi-tenant Aito database. 255-tenant reference at accounting.aito.ai. Predictive operators in Nordic enterprise AP production since 2018, and powering RPA partners like Q-Automate at end-customers including Jokiväri.

• Invoice data extraction
• GL code prediction
• Payment term classification
• Fraud detection

Trusted by:

Learn more →

Predictive E-commerce

Build predictive commerce SaaS — persona-conditioned search, recommendations, demand forecast, inventory with revenue-at-risk-in-€, markdown decisions, churn ranking, win-back with 45× ROI. 16 production-ready predictive features from one Aito database. PetNord reference at ecommerce.aito.ai.

• Smart Search with persona-conditioned re-ranking
• Demand forecast and inventory with revenue at risk in €
• Markdown decisions via _estimate across discount levels
• Churn ranking and win-back with empirical revenue impact

Trusted by:

Learn more →

Predictive ERP

Build ERP SaaS where POs route themselves, smart-entry forms predict four fields from one supplier pick, and demand forecasts drive replenishment. 14 production-ready predictive features from a single Aito database. Same predictive operators that have run Nordic enterprise AP automation at 95%+ accuracy since 2018.

• PO queue with predicted account, cost center, approver
• Smart entry with multi-field prediction
• Anomaly detection via inverse prediction
• Demand forecast and inventory replenishment

Trusted by:

Learn more →

Predictive Application

The pattern across every vertical — a SaaS designed around the premise that the user should never make a decision the data has already made for them. Three open-source reference applications prove the architecture across ERP, accounting, and e-commerce. Your application is next.

• Predictive ERP
• Predictive accounting
• Predictive e-commerce
• Your application next

Learn more →

Try a Real Query Against the Demo Data

For developers — run real predictive queries against Aito's demo database, no sign-up. The shape of the API, visible in seconds.

Invoice Processing

Predict the GL code for a cloud services invoice

Aito Query

{
  "from": "invoices",
  "where": {
    "ProductName": "Cloud Services (AWS/GCP)",
    "TotalAmount": 5000,
    "InvoiceType": "Service"
  },
  "predict": "GLCode"
}

Production-Proven Performance

20-168ms

Response Time

P95 < 200ms

10M+

Records at Scale

90-98%

Typical Accuracy

96% average

Hours to days

Implementation

vs 3-12 months for traditional ML

Performance metrics measured on standard cloud infrastructure

Query Intelligence, Not Static Models

Upload and Query

No training or deployment cycles. Upload your data and start predicting immediately with SQL-like queries. Skip the complex ML pipelines entirely.

Continuous Learning

Real-time adaptation without retraining. Aito automatically learns from new data, eliminating concept drift and model maintenance overhead.

Multiple Predictions

One dataset, unlimited use cases. Predict any field from any other fields without building separate models for each prediction target.

It's crazy how well aito works out of the box for answering specific support question!

Tobias Vogel,

Chief Revenue Officer @Gridpane

Built for Enterprise Scale and Developer Productivity

Discover how Aito's predictive database architecture eliminates MLOps complexity while delivering enterprise-grade performance, security, and 90% cost reduction compared to traditional ML infrastructure.

🛡️Enterprise-Grade Security

Built for production automation: confidence thresholds, evaluation workflows, audit trails, and clear operational boundaries. GDPR compliant with EU data residency.

See what customers are doing with Aito

Predict accounting parameters for purchase invoices

Q-Automate's invoice robot uses Aito to predict the four datapoints (GL code, cost center, VAT %, approver) that otherwise stop the workflow from completing — proven on Jokiväri's Lemonsoft ERP at 80% GL automation.

Learn more

Find similar support tickets and match responses

Gridpane resolves user tech support tickets faster using real-time suggested solutions from Aito.

Learn more

What developers are building

Introducing the Predictive Application
A new architecture for B2B SaaS
Read more
How Aito Scales to Millions of Rows
Buyers ask whether a predictive database can hold up at SaaS scale. Here are the numbers from a 10-million-row invoice routing benchmark, run end-to-end through Aito's HTTP API the way production traffic actually hits it: low-hundreds-of-milliseconds predict latency, sub-linear scaling from 1k to 10M, and what the cold-start looks like before the cache warms.
Read more
Introducing a new database category - the predictive database
A predictive database lets you query predictions (classifications, recommendations, missing values) from structured data, using the same query interface you use for data retrieval. No training step.
Read more

Start predicting in minutes — no ML expertise required.

Address

Episto Oy

Putouskuja 6 a 2

01600 Vantaa

Finland

VAT ID FI34337429

Contact

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Predict smarter with a single query

See Aito in Action

NLP Text Classification

From Insight to Automation — Analyze → Assist → Automate

Analyze

Assist

Automate

What is a Predictive Application?

Predictive features on every screen

Built for Your Industry

Predictive Accounting

Predictive E-commerce

Predictive ERP

Predictive Application

Try a Real Query Against the Demo Data

Invoice Processing

Production-Proven Performance

Query Intelligence, Not Static Models

Upload and Query

Continuous Learning

Multiple Predictions

Built for Enterprise Scale and Developer Productivity

🛡️Enterprise-Grade Security

See what customers are doing with Aito

Predict accounting parameters for purchase invoices

Find similar support tickets and match responses

What developers are building

Introducing the Predictive Application

How Aito Scales to Millions of Rows

Introducing a new database category - the predictive database

Start predicting in minutes — no ML expertise required.

Address

Contact

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