Machine learning as easy as SQL

Aito.ai predictive database runs machine learning on existing relational data for immediate predictions, future projections and recommendations. Test AI project ideas, build prototypes and scale to production – lightning fast.

Selected use case

IKEA demand simulator prototype in 5 weeks

Demand simulator prototype allows IKEA’s demand planners to quickly test different hypotheses on how product features (materials, colours etc) will influence the demand of unlaunched articles and why. Using Aito, IKEA had feedback from real users to support their further investment decision.

Aito’s predictive database powered the prototype through SQL-like queries. A fully functional solution was built in only 5 weeks.

From idea to solution

Step 1

Upload your data

Stream your data to Aito’s fully managed database via the API. Aito learns about the data on insertion and automatically extracts statistically significant features.

Step 2

Query and get immediate results

Aito’s query language will be familiar to any software developer who has experience with SQL or Elasticsearch. Whether it's predictions, recommendations, smart search or any other functionality, Aito will return the answers to your queries instantly, allowing fast iteration and experimentation.

Query

{
  {
    "from": "documentation",
    "orderBy": {
      "$similarity": {
        "analyzedText": "how can I upload data"
        }
      },
    "select": ["sourceUrl", "fullText"]
  }
}

Result

[{
  "sourceUrl": "https://github.com/aito...",
  "fullText": "# Aito tutorial modules..."
}, ...]

Step 3

Integrate Aito to your product

Make your app, website, or any software smart with an integration. Queries return in milliseconds, which makes Aito a good fit for real-time interactions. Quick processing enables use cases like fast and smart product search, chat bot integration, and much more.

Backend

$ curl -X POST \
  https://smart-search.api.aito.ai/api/v1/_query \
  -H 'content-type: application/json' \
  -d '
  {
    "from": "documentation",
    “orderBy": {
      “$similarity": {
        "analyzedText": ""
      }
    },
    "limit": 2
  }'

{
  "total": 5,
  "hits": [
    {"title": " invoices", "description": "Personal accounts can can access invoices by going to Account Settings > Billing tab..."},
    {"title": " invoices ", "description": "We do not currently have a way to convert invoices to PDF automatically, as they require HTML to be viewed in full detail..."}
  ]
}

Frontend

How can I view my invoices?

Personal accounts can can access invoices by going to Account Settings > Billing tab...

Can I download my invoices as a PDF?

We do not currently have a way to convert invoices to PDF automatically, as they require HTML to be viewed in full detail...

2 of 5 results

Aito benefits

Familiarity of a database

Integrate the intelligence of machine learning to your software as easy as SQL queries. Recommendations, predictions, and searches all behind a beautiful API.

Automatic and multi-purpose

First in the market to offer both fully automatic feature selection and model generation. Aito creates statistical indexes on data insertion and creates an ad-hoc model for each query in milliseconds.

Explainable AI

Aito’s Bayesian algorithmic foundation makes all its responses as explainable as machine learning gets. Reveal hidden biases and patterns from data with a simple query. Aito gives you both the answers to your queries, and the reasoning behind it.

Talk to us

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