ASTRO™ inference engine · Relational algebra & calculus · Zero hallucination

SQL Query Optimization
You Can Actually Trust

HyperQuery™'s ASTRO™ inference engine rewrites your SQL with syntactically correct PerfectSQL™ — achieving 100s to 1,000s× performance gains with guaranteed accuracy. 100% SQL-aware, 100% self-contained. No LLM. No guessing. No hallucinations.

HyperQuery™ Rewriter — PerfectSQL™ Output
Source Target
PerfectSQL™ ✓
SQL Server (T-SQL) — input
SELECT
  u.user_id, u.email,
  ISNULL(p.total, 0) AS total,
  CONVERT(VARCHAR, u.created_at, 101) AS dt
FROM users u
LEFT JOIN payments p
  ON u.user_id = p.user_id
WHERE u.active = 1
  AND u.created_at > DATEADD(
    day, -30, GETDATE())
Snowflake — PerfectSQL™ output
SELECT
  u.user_id, u.email,
  COALESCE(p.total, 0) AS total,
  TO_CHAR(u.created_at,
    'MM/DD/YYYY') AS dt
FROM users AS u
LEFT JOIN payments AS p
  ON u.user_id = p.user_id
WHERE
  u.active = TRUE
  AND u.created_at >
    DATEADD('day', -30,
      CURRENT_TIMESTAMP())
Supports all major SQL dialects
PostgreSQL
PostgreSQL
Snowflake
Snowflake
BigQuery
BigQuery
RS
Redshift
MySQL
MySQL
SQL Server
ORACLE
Oracle
Spark SQL
Spark SQL
DuckDB
DuckDB
Trino
Trino
ClickHouse
ClickHouse
Databricks
Databricks
Hive
Hive
P
Presto
SQLite
SQLite
SR
StarRocks
Teradata
Teradata
Why query performance optimization?

The query is the critical path
to the insights that drive business. Your business.

Without the query, the value of data remains locked away, unrealized.
Execution efficiency and performance matter.

All databases, data warehouses, and data lakes will inevitably suffer poor query performance when constantly fed badly coded SQL — inefficiently written, poorly executing queries.

100× – 1,000×
faster execution
17
SQL dialects supported
0
hallucinations — ever
$199
per rewrite identified

Before you finish troubleshooting, we're done optimizing

Before your troubleshooting even isolates the problem, HyperQuery™ has already rewritten that problem query with syntactically correct PerfectSQL™ and best cost-optimized execution efficiency for optimal execution plan decisioning.

🏎️

You simply can't do it better yourself

HyperQuery™ delivers 100s to 1,000s X performance gains. You simply can't optimize it better, faster, or at lower cost yourself. It's not just faster — it's categorically superior.

🔬

Long-held proven relational algebra & calculus methodology — not machine learning

HyperQuery™ rewrites are grounded in relational algebra and relational calculus — the formal mathematical foundations of SQL itself. Every SQL transformation and performance optimization is deterministic and verifiable via mathematical proof.

🏆

Breakthrough, game-changing results

Not all AI is created equal — purpose-built inferencing built upon proven mathematics beats general-purpose LLM guesswork — and hallucinations — every time.

Simpler… Better… Faster… No other solution delivers query rewrite performance optimization more accurately, more efficiently, or more cost-effectively than HyperQuery™.

Not all AI is created equal

LLMs hallucinate SQL.
HyperQuery™ doesn't.

Large language models are trained on internet text — not SQL semantics. HyperQuery™'s mathematics-based inferencing beats public LLM hallucinations every time.

⚠ General-purpose LLMs

  • Hallucinate dialect-specific functions that don't exist
  • Silently alter query semantics — GROUP BY, NULL handling, type coercions
  • Confidence without correctness — wrong answers look right
  • Non-deterministic — same query yields different rewrites each time
  • Cannot reason about execution plans or optimizer hints
  • Every output requires careful human review before production use

✓ HyperQuery™ inference engine

  • ASTRO™ engine: 100% SQL-aware, 100% self-contained (no outside LLM calls)
  • Zero hallucination: grounded in a formal SQL knowledge base
  • Semantics-preserving: your query logic is never silently altered
  • Deterministic — same input always yields same output
  • 100s to 1,000s× performance gains with PerfectSQL™ output
  • Production-safe output — no human review required
  • Grounded in relational algebra & calculus — verifiable via mathematical proof
The HyperQuery™ difference

The right kind of AI
for mission-critical SQL.

HyperQuery™'s ASTRO™ engine — proprietary, purpose-built, 100% self-contained — applies long-proven mathematics-based inferencing grounded in relational algebra and relational calculus to deliver guaranteed results verifiable by mathematical proof, beating public LLM hallucinations every time.

Simpler

Paste your query, choose your dialect, press rewrite. No setup, no prompt engineering, no trial and error.

Better

PerfectSQL™ output with best cost-optimized execution efficiency — syntactically correct, semantically preserved, production-ready.

Faster

Before your tedious troubleshooting isolates the problem, HyperQuery™ has completed optimization and delivered the answer.

Core capabilities

Everything you need.
Nothing you don't.

Built for DBAs, developers, business users, and data professionals — whether optimizing on a single platform or bridging/migrating between SQL platforms — where accuracy, efficiency, and performance are non-negotiable.

🔄

Cross-Dialect Transpilation

Instantly rewrite queries between 17 SQL dialects — any-to-any, in any combination, instantly with precision.

🧠

ASTRO™ Inference Engine

Not a language model. HyperQuery™'s proprietary ASTRO™ engine is 100% SQL-aware and self-contained — no outside LLM calls. Grounded in relational algebra and relational calculus, producing transformations verifiable via mathematical proof.

🏎️

PerfectSQL™ Performance

Rewrites optimize for execution plan efficiency — delivering 100s to 1,000s× query performance gains versus poorly optimized SQL.

🎯

Semantic Fidelity

NULL handling, type coercions, date arithmetic, aggregation semantics — every transformation preserves the exact meaning and logic of your original query.

💰

Pay Only When Optimized

If HyperQuery™ cannot optimize a given query, we'll let you know immediately — at no charge. Otherwise, it's $199 per optimized query. No subscription, no monthly fees, no minimum commitment.

🔒

Secure & Private

Your queries are never stored or logged. Processing happens in-memory and is discarded immediately after the rewrite response.

How it works

Underpinning HyperQuery™ is ASTRO™ (Autonomic SQL Transformation and Query Rewrite Optimization), our patent-pending proprietary purpose-built, 100% SQL-aware, 100% self-contained (no outside public LLM calls) inference engine comprised of 100s of powerful analysis, inferencing, deduction, pattern matching, forward chaining, logic reduction, anti-SQL pattern algorithms — and an ever-expanding "rules" library — that executes in a precision autonomic transform/optimize/perform flywheel delivering instant, accurate, and trusted query rewrites by applying — "firing" — the precise number of rules needed, whether 5, or 23, or 57, or 100, to fully optimize a given query.

From problem query to
PerfectSQL™ in three steps.

01

Paste Your Query

Drop in any SELECT statement. Complex queries with JOINs, CTEs, subqueries, and window functions are fully supported.

02

Choose Dialects

Select your source platform and your target platform. Choose from 17 major database dialects.

03

Pay & Get PerfectSQL™

Click Rewrite. If a rewrite is identified, approve the $199 charge and receive your performance-optimized, proof-verifiable output instantly.

Pricing

Simple, transparent pricing.

Pay-as-you-go, per query simplicity – No subscription. No commitment. No lock-in. Pay only when a rewrite is identified and optimized.

Pay-Per-Query
$199/ query optimized
  • No schema needed, no database changes, no app changes, no tuning, no additional hardware required
  • All 17 SQL dialects included
  • Instant results — no queue, no waiting
  • Secure processing — queries never stored
  • Priority email support
Get Started — $199
Person pointing to pricing
Why waste hours, even days, tuning queries when you can get guaranteed PerfectSQL™ query rewrites every time, instantly and autonomically – no tuning!

Stop trusting LLMs hallucinations
with your SQL.

Every query rewrite is a production risk when using a general-purpose LLM. HyperQuery™'s proven inference engine gives you the speed, accuracy, and mathematical certainty that public AI simply cannot match.