Operational AI built for SaaS scale

AI Factories turn AI prototypes into reliable, governed, and production-ready services. Designed for fast-moving SaaS teams, our pipelines handle deployment, monitoring, retraining, and compliance while integrating seamlessly with your existing workflows.

Whether you’re launching your first model or maintaining hundreds across customer environments, we ensure accuracy stays accurate, guardrails stay enforced, and operational overhead stays low.

When AI workloads hit live traffic, three Challenges surface at once

The Challenges We Solve

Privacy & Governance

Sensitive data must be scrubbed and access-controlled before it ever touches a model.

Accuracy & Drift

Predictions stay reliable only when every version is tested, monitored and rolled back in seconds.

Cost & Velocity

Cloud spend and release pace improve together when usage‑level metrics guide right‑sizing, not guesswork.

Technology & Support

Your platform runs smoother and grows faster when it’s built on the right foundations and supported by people who know how to keep things working.

Our AI Factory Solution

Built on 24×7 Trust

Global Engineering Team

Follow-the-sun engineers who safeguard AWS's busiest Product estates now watch your models with the same discipline.

Pre-Built Compliance

You are backed by a company that is Audited by third parties and vetted to ensure we comply with what we promise you

Case Study: OFLOAD

"From 5+ hour manual processes to 15-minute automated insights"

The Challenge

Calibre's analysts spent 5+ hours transcribing and tagging every meeting before insight work could begin.

The Solution

AWS-native pipeline with auto-transcription, Bedrock-powered sentiment analysis, and ready-to-use summaries, all under the same compliance guardrails.

90%
Less Admin Work Post-meeting cleanup virtually disappeared
<15min
Insight Turnaround Data-driven summaries in minutes, not days
2x
Interview Thoughput Double capacity without new hires
Result: Faster Insights, Increased Capacity and Quicker Decisions

Take the Next Step

Take the uncertainty out of AI. Start your Continuous MLOps & AgenticOps journey today.

A 30-minute discovery call is all it takes to see how governed, cost-efficient models can power your next release.

More than just a Model

It is Experience, Customisation, and an Ongoing Practice that strives for Perfection

Experience

Leverage our experience to help you choose the right AI Technology & AI Strategy for your needs.


Get AI Strategy Consultation

Customisation

We customise AI tools and Models tailored to your business needs.


Discuss Custom Solution

Perfection

Taken care of 24/7, kept secure with continuous improvement.


Learn About Support Plans

Case Study: Calibre Financial Technology

"From 5+ hour manual processes to 15-minute automated insights"

The Challenge

Calibre's analysts spent 5+ hours transcribing and tagging every meeting before insight work could begin.

The Solution

AWS-native pipeline with auto-transcription, Bedrock-powered sentiment analysis, and ready-to-use summaries, all under the same compliance guardrails.

90%
Less Admin Work Post-meeting cleanup virtually disappeared
<15min
Insight Turnaround Data-driven summaries in minutes, not days
2x
Interview Thoughput Double capacity without new hires
Result: Faster Insights, Increased Capacity and Quicker Decisions

Choosing our GenAI Services

Production-Ready from Day One

  • Secure deployment within your AWS environment
  • ISO 27001 and SOC 2 compliance built-in
  • Scalable architecture for production workloads
  • 24/7 monitoring and support

Proven ROI & Performance

  • Average 60-90% efficiency improvement
  • Cost-optimized infrastructure and usage
  • Faster time-to-market for AI features
  • Measurable business impact from day one

Solutions Delivered

Real-World AI solutions we have built for leading Product companies

We help SaaS companies design and implement GenAI features that are stable, scalable, and aligned with real user needs. From RAG-backed assistants to controlled content generation, our approach keeps LLMs safe, efficient, and cost-aware.

Video Insight Engine

Media & Content Platform

Instant, context-aware search across video libraries using Bedrock agents and OpenSearch. Transform hours of footage into real-time answers with speech, visual, and metadata analysis.
  • 90% faster content discovery
  • 100% data privacy compliance

Hospitality DataFlow

Property Management SaaS

Automated guest data processing from spreadsheets to CRM. Zero-click integration that transforms manual data entry into seamless workflow automation.
  • 95% reduction in manual entry
  • 60% cost savings on operations

AI DevOps Assistant

Developer Tools Platform

Pull-request automation with AI that knows your codebase. Generates tests, compliance checks, and deploy-ready code while maintaining your team's standards.
  • 75% faster code reviews
  • Zero IP leakage risk

AI Agents & MCP Servers

Build, deploy, and manage autonomous AI agents that work seamlessly with your existing systems

Deploy intelligent agents that can access your data, execute tasks, and integrate with your applications through Model Context Protocol (MCP) servers. Our agent infrastructure scales from simple automation to complex multi-agent workflows.

Autonomous AI Agents

Task Automation & Execution

Deploy intelligent agents that can autonomously execute complex workflows, from data processing to customer service interactions, with built-in safety guardrails and monitoring.
  • 24/7 autonomous operation
  • Policy-driven safety controls

MCP Server Infrastructure

Model Context Protocol

Build and deploy MCP servers that enable AI agents to securely access your data sources, APIs, and internal systems with standardized protocols and enterprise security.
  • Secure data access protocols
  • 80% faster agent deployment

Multi-Agent Orchestration

Complex Workflow Management

Coordinate multiple AI agents working together on complex tasks, from customer service workflows to data analysis pipelines, with intelligent routing and conflict resolution.
  • Intelligent task routing
  • Conflict resolution & monitoring

Agent Development & Support

From concept to production, we handle the full lifecycle of your AI agents

Agent Development

  • Custom agent architecture design
  • MCP server implementation
  • Integration with existing systems
  • Testing and validation frameworks
  • Security and compliance setup

Production Support

  • 24/7 agent monitoring and alerting
  • Performance optimization and scaling
  • Continuous improvement and updates
  • Incident response and recovery
  • Compliance and audit support

Ready to Transform Your Product with AI?

Schedule a consultation to explore the possibilities.

Transform Your Testing Strategy

Testing is critical but often becomes a bottleneck in SaaS Product development cycles. Our AI-powered system testing platform generates comprehensive test suites automatically, allowing your developers to focus on building features while maintaining exceptional code quality.

Test Generation in Seconds

AI analyzes your code and produces contextually aware test cases that maintain your team's testing patterns and standards.

Intelligent Coverage Analysis

Identify untested edge cases and critical paths that traditional coverage tools miss with our semantic analysis technology.

Continuous Testing Evolution

Tests automatically adapt to changing codebases, eliminating test maintenance overhead and preventing test rot.

AI-Powered System Testing for SaaS Products

Pull Request Integration

Our solution integrates directly into your GitHub workflow, automatically generating system tests for every pull request. When developers submit code changes, the AI DevOps Assistant analyzes the modifications and creates targeted test cases that validate functionality while maintaining your existing testing patterns.


Tests are immediately available for review alongside the code changes, enabling faster code reviews and eliminating the "I'll add tests later" syndrome that often results in coverage gaps.

Non-Functional Assurance

System tests are just the beginning. It spots code changes that could affect performance, security, or resilience and automatically crafts extra checks, load-simulation hooks, memory-limit assertions and access-control verifications to prove the service still meets its operating thresholds without extra developer wiring.


These non-functional tests execute in the same pipeline and fail fast when limits are breached, giving teams instant visibility into bottlenecks and vulnerabilities and stopping late-stage firefighting before it starts.

Visual Perspective

Visually track your agents performance

The Testing Acceleration Process

1

Code Analysis

AI examines your codebase to understand patterns and testing style

2

Test Generation

Contextual test cases are created that match your testing standards

3

Coverage Enhancement

AI identifies and fills coverage gaps with additional test cases

4

Continuous Evolution

Tests adapt and improve with your changing codebase

The Results of our AI-Powered Testing Suite

From backlog to continuous coverage in 30 days.

After implementing our AI-powered system testing solution, our customers have achieved an 85% reduction in testing backlog within the first month while increasing overall test coverage from 62% to 94%.

3,500+ tests generated

Significant reduction in production incidents related to edge cases that were previously untested.

42% fewer bugs

Data-driven summaries hit desks minutes after a call, not days.

18 days saved per quarter

Development team reclaimed time previously spent writing and maintaining test suites.

Integrate AI-Powered System Testing Today

Move beyond manual test creation and maintenance. Let AI handle your testing routine while your developers focus on innovation.

A quick 30-minute technical discussion is all it takes to see how AI-powered system testing can transform your development workflow.

Your Private AI Insights Platform

Our platform packages purpose-built AI personas that run inside your AWS account, delivering real-time insights while maintaining complete data privacy.

Purpose-Built AI Personas

Built with Amazon's Strands SDK, our specialized AI personas run inside your AWS account, maintaining complete data security while delivering powerful insights.


Compliance & Privacy

Scans code for ISO 27001, PCI-DSS, GDPR compliance and PII leakage

Security Scanning

Detects vulnerabilities and secure-coding violations

Performance Analysis

Identifies cost-efficiency improvements and optimizations

Support Animation

Streamlines support workflows and enhances customer service response times

Executive Dashboard

A dashboard that transforms complex technical data into clear business metrics that your executive team and investors can immediately understand.


Risk Scorecards

Real-time compliance and security risk metrics

Audit Reports

One-click attestation reports for auditors and investors

ROI Metrics

Hours saved, incidents avoided, cost optimization trends

Issue Drill-Down

Pinpoint exact commits and deployments causing issues

Key Business Challenges We Solve

Hidden Compliance & Privacy Gaps

Fast-moving Product teams often struggle to maintain consistent compliance standards across rapidly changing codebases.

Our Solution:

  • Your private compliance agent adopts your team's coding patterns and scans every PR
  • Your dashboard flags violations based on your specific standards
  • Maintains comprehensive audit trail accessible only to you

Lack of C-Level Visibility

Executives often see DevOps and engineering as just a line item, missing the critical value these teams provide.

Our Solution:

  • Executive-ready Exposure dashboard customized to your organization's KPIs
  • One-click attestation reports formatted for your specific stakeholders
  • Transforms invisible DevOps work into quantified value in your business terms

DIY AI is Painful to Maintain

Companies can build generic & agentic AI tools themselves, but maintaining prompts that understand your unique code patterns is nearly impossible.

Our Solution:

  • We maintain all your AI agent prompts and tune them to your coding style
  • Improvements automatically roll out while preserving your team's personas
  • Delivered as a managed service connected to Amazon Q

Developer Efficiency Pressure

Engineering teams spend countless hours on unit/system tests and code reviews that could be automated with persona-aware AI.

Our Solution:

  • Your test agent writes code in your team's preferred style and conventions
  • Your performance agent suggests optimizations aligned with your architecture
  • Hours-saved metrics based on your team's actual workflow patterns

Persona-Based AI Agents

Behind each view is an agent trained on your operations, context, and compliance posture. It monitors in real time, traces decisions back to the original user, and stays within tightly defined guardrails.

"Rob" - Compliance & Privacy Agent

  • Adapts to your ISO 27001/PCI ruleset interpretations
  • Learns your PII handling patterns to spot anomalies
  • Integrates with your PR workflow and CI/CD pipeline

"Lumbberg" - Analytics Agent

  • Correlates deployments, costs, and alerts in your context
  • Generates compliance scorecards aligned to your priorities
  • Tracks efficiency gains based on your workflow patterns

"Elma" - Support Automation Agent

  • Learns from your existing customer support patterns
  • Automates ticket categorization and response prioritization
  • Provides intelligent self-service solutions based on your knowledge base

"John" - Attestation PDF Generator

  • Creates reports formatted to your auditors' requirements
  • Maps compliance evidence to your regulatory framework
  • Supports your organization's custom reporting templates

Ready to Get Started?

Book a discovery session to see how our persona-based AI agents can adapt to your team's unique development patterns while measuring and maximizing the value of your engineering investments.

base2Services delivers end-to-end AI governance for SaaS product companies on AWS. Our follow-the-sun team integrates DevOps automation with security-first guardrails including data-washing, access controls and policy enforcement—alongside model-drift monitoring and cost-efficiency analytics to satisfy ISO 27001, SOC 2, the EU AI Act and emerging U.S. privacy statutes while you keep shipping code. Vectorised pipelines, private model registries and real-time cost tuning keep every language model accurate, auditable and affordable. Trusted by regulated EdTech, FinTech and HealthTech platforms across Australia, the United States and Europe, this fixed-price engagement turns AI compliance and cloud optimisation into a continuous, measurable routine. Your product team innovates without operational surprises.