AI Accelerators

Proven engines that cut delivery time.

Reusable AI accelerators for testing, migration and security. AI does the analysis, engineers approve, and every run is repeatable and auditable.

Overview

What are AI Accelerators?

AI Accelerators are reusable, purpose-built solutions that Sails Software brings into engagements so teams start from working engines instead of blank pages. Each one pairs AI agents for the judgment calls with fixed, auditable execution for everything else, and keeps people in charge of sign-off.

What they do
Accelerate
Less time to solve complex technology problems
Automate
Less repetitive manual effort
Transform
Modernized applications and practices
Scale
From pilot to repeatable enterprise use
The accelerators

Explore our AI Accelerators.

Purpose-built engines for testing, migration and security. AI handles the analysis that needs judgment; execution follows fixed rules you can audit.

SQAM

AI-powered quality automation and intelligence platform

Turns requirements, recorded user journeys and API specs into Playwright BDD test suites that keep pace with releases.

AI capability
Quality engineering
Outcome
Faster, reliable test automation
Explore SQAM

Agentic AI Database Migration

SQL-to-Elasticsearch migration intelligence

Puts agentic AI on the mapping decisions that cannot be guessed, then runs every read and write on fixed, auditable rules.

AI capability
Data and platform migration
Outcome
Fewer re-migrations, predictable execution
Explore Agentic AI Database Migration

Migration Maestro

Language-agnostic code migration and modernization

A controlled rebuild, not a bigger prompt: map the legacy system, surface a risk register, get sign-off, then build in waves.

AI capability
Code and application migration
Outcome
Auditable modernization at speed
Explore Migration Maestro

Platform Migration

AI-powered migration intelligence platform

Understands the source and destination systems, finds feature, validation and template gaps, and reconciles migrated data.

AI capability
Application and data migration
Outcome
Fewer missed features, reliable reconciliation
Explore Platform Migration

SARA

AI-powered security intelligence and action platform

Turns live SCA and SAST scan results into role-specific insights, plain-language answers and approved fixes.

AI capability
DevSecOps and application security
Outcome
Faster insight into prioritized, actionable risk
Explore SARA

More accelerators, on the way

We add new accelerators as they become available. Tell us the problem you want solved and we will show what fits today.

Get access

Interested in our AI Accelerators?

Talk to our team about how the accelerators fit your enterprise challenges. You only need to do this once: every accelerator opens after you submit.

Accelerator details

How each engine works.

Quality engineering

SQAM

Quality automation and intelligence platform

Faster test authoring, less maintenance

Turns requirements, recorded user journeys and API specs into automated test suites (Playwright BDD), so test coverage keeps pace with releases. Specialized AI agents plan tests, write them and reuse existing steps; a validation gate checks everything before it runs.

RequirementsTest casesBDD specsReuse matchingValidated codeRun and report
  • Covers complete business workflows, end to end
  • Reuses existing test steps instead of duplicating them
  • Same result on every run, so a failure means a real defect
  • Integrates with Jira, Zephyr, Azure DevOps and Allure reporting
  • AI analysis of failed tests
Data and platform migration

Agentic AI Database Migration

SQL-to-Elasticsearch migration intelligence

Fewer re-migrations, predictable cutovers

Moves data from SQL databases to Elasticsearch. AI handles the mapping decisions that cannot be guessed; every read and write follows fixed, auditable rules.

SQL sourceAgentic mappingRule-based writesElasticsearch
  • AI resolves schema and mapping decisions
  • Every read and write follows fixed rules
  • Predictable, repeatable runs
Code and application migration

Migration Maestro

Language-agnostic code migration and modernization

Auditable modernization without a big-bang rewrite

A controlled rebuild of legacy code. Maestro maps the legacy system, produces a risk register, gets human sign-off on the target architecture and then generates code in waves your team reviews.

Map legacy systemRisk registerSign-offCode in waves
  • Maps the legacy system and produces a risk register
  • Requires human sign-off on the target architecture
  • Generates code in reviewable waves
Application and data migration

Platform Migration

Migration intelligence platform

Fewer missed features, reliable reconciliation

Understands both the source and destination systems, finds feature, validation and template gaps, then reconciles migrated data with rule-based checks.

Source platformGap analysisReconciliationDestination
  • Finds feature, validation and template gaps
  • Reconciles migrated data with rule-based checks
  • Clear evidence that nothing was missed
DevSecOps and application security

SARA

Security agent for real-time action

Prioritized, actionable risk

Turns live software composition and static analysis scan results into insights for each role, answers questions in plain language and can apply approved fixes automatically.

  • Role-specific views of security findings
  • Conversational answers about risk
  • Optional automated remediation, with approval
Why accelerators

Start from engines, not blank pages.

Shorter delivery

Proven components replace weeks of setup on every engagement.

Auditable by design

Every AI decision is logged and every run is repeatable, which compliance teams need.

People decide

Engineers approve architecture, mappings and fixes before they ship.

Ready when you are

See an accelerator on your codebase.

Tell us what you're testing, migrating or securing. We'll show which accelerator fits and what it would take.