Boutique AI & technology consultancy

Independent advice and delivery for AI-enabled enterprises

Amestris works with organisations that want the benefits of AI, modern architecture and digital platforms—without the noise. Strategy, architecture and execution, delivered by a single boutique partner.

Specialising in AI strategy and governance, generative AI and agents, enterprise architecture, data platforms and e-commerce.

Selected capabilities

AI strategy, governance & operating model
Board-level framing, prioritisation and guardrails for AI initiatives, grounded in architecture and delivery reality.
Generative AI, agents & intelligent automation
LLM and agent-based solutions that augment teams, automate processes and integrate with your systems of record.
Enterprise architecture & digital platforms
Target architectures, patterns and reference designs for AI-ready application, data and integration landscapes.
E-commerce & data-rich customer experiences
Architectures and solutions for digital commerce, personalisation, experimentation and insights.

Products led by Amestris

  • DocoCheck – AI-driven document processing and verification (dococheck.com)
  • IngredEye – Computer vision for ingredient and product analysis (ingredeye.com)

Services

Amestris combines strategic advisory with hands-on architecture and delivery. The focus is on a small number of clients at any time, ensuring depth of attention and continuity.

AI Strategy & Governance

Independent guidance on where and how to apply AI, and how to govern it responsibly across the organisation.

  • • AI opportunity assessment & prioritisation
  • • Roadmaps, investment cases & KPIs
  • • Governance frameworks & operating models

Generative AI & LLM Solutions

Design and delivery of LLM-enabled products and internal tools, aligned with your security and compliance requirements.

  • • Enterprise copilots and assistants
  • • Retrieval-augmented generation (RAG) solutions
  • • Customer-facing conversational experiences

AI Agents & Intelligent Automation

Architect and implement agent-based and workflow solutions that automate complex, multi-step processes.

  • • Task-oriented agents integrated with APIs and data
  • • Digital workers for operations, support and finance
  • • Monitoring, guardrails and human-in-the-loop design

Document Intelligence & Compliance

Leverage DocoCheck-style document intelligence to streamline document-heavy, regulated workflows.

  • • Smart ingestion, extraction and validation
  • • Onboarding, KYC and risk processes
  • • Auditability, exception handling and reporting

Computer Vision & Product Intelligence

Application of IngredEye-style computer vision to products, ingredients and physical environments.

  • • Ingredient, label and packaging recognition
  • • Product quality, compliance and safety checks
  • • Visual search and discovery in digital channels

Enterprise & Cloud Architecture

Clear, pragmatic architecture guidance for AI-ready application and integration landscapes.

  • • Target state and transition architectures
  • • Cloud-native and hybrid reference patterns
  • • Integration, security and compliance alignment

Data Platforms & MLOps

Foundations for running AI and advanced analytics reliably, observably and at appropriate cost.

  • • Data and feature platform design
  • • MLOps, evaluation and monitoring
  • • Performance, reliability and cost optimisation

E-Commerce & Digital Platforms

Architecture and delivery support for e-commerce and digital platforms where AI plays a central role.

  • • Storefronts, marketplaces and platform design
  • • Search, recommendations and personalisation
  • • Experimentation and conversion optimisation

Technology Advisory & Architecture Reviews

Independent, vendor-neutral views on architecture, platforms and major technology decisions.

  • • Architecture and solution reviews
  • • Vendor and tool selection for AI and data
  • • Due diligence and second-opinion assessments

AI advisory with architecture at its core

Many AI initiatives fail not because the models are weak, but because architecture, governance and change are an afterthought. Amestris approaches AI as part of the broader enterprise system: people, process, data and technology.

  • 01

    Clarity on why, not just how

    Collaborative framing of objectives, constraints and risks so that stakeholders share a realistic view of what AI can and should do.

  • 02

    Architecture-led design

    Solutions that are designed around existing processes, data and systems, minimising disruption while enabling future evolution.

  • 03

    Measured delivery and scaling

    Focused pilots with clear evaluation criteria, followed by deliberate scaling once benefits and implications are understood.

Typical questions Amestris helps answer

  • • Where should we focus our AI investments over the next 12–24 months?
  • • How do we adopt generative AI responsibly within our risk and compliance settings?
  • • What architectures and platforms are required to support AI at scale?
  • • How do we move from isolated experiments to stable, supported AI capabilities?

Engagement styles

  • • Short assessments and architecture reviews
  • • Advisory retained on a part-time basis
  • • End-to-end design and delivery of specific AI initiatives

Approach

Independent and vendor-neutral

Amestris is not tied to particular vendors or platforms. Recommendations are based on suitability for your context, not sales quotas.

Architecture and delivery in one place

Advice is grounded in delivery experience across AI, enterprise systems and e-commerce, avoiding unrealistic designs that cannot be executed.

Deliberately small and focused

As a boutique firm, Amestris takes on a limited number of engagements, ensuring senior attention throughout the relationship.

Products & Ventures

Amestris also leads the design and development of AI-native products, informed by the same principles applied in consulting work.

DocoCheck

AI-enabled document intelligence and verification, designed for regulated and document-intensive processes.

Supporting onboarding, compliance, risk and operations teams with faster, more accurate checks.

Visit dococheck.com →

IngredEye

Computer vision for ingredients and products, enabling richer insights from images in food and FMCG contexts.

From packaging and labelling to quality and safety considerations.

Visit ingredeye.com →

Client platforms

Bespoke AI platforms, data foundations and digital experiences designed and delivered with clients.

Typically spanning AI-enabled workflows, analytics, integration and experience design.

Discuss a platform initiative →

About Amestris

Amestris Pty Ltd is a boutique technology consultancy focused on AI, architecture and digital platforms. The firm works with organisations that value independent thinking, technical depth and measured execution.

Experience spans AI and data, enterprise and solution architecture, e-commerce, and the creation of AI-native products such as DocoCheck and IngredEye.

Engagements range from concise architecture and strategy reviews through to advisory retainers and the end-to-end delivery of key initiatives.

Frequently asked questions

How do engagements typically begin?
Usually with a short discovery or assessment. This clarifies objectives, context and constraints, and leads to a concise set of recommendations, a roadmap or a pilot definition.
What types of organisations do you work with?
Amestris works with organisations that value independent advice and want to move thoughtfully—from smaller, fast-growing companies through to more established enterprises.
Can you work alongside internal teams and other partners?
Yes. Amestris frequently works alongside internal architecture, engineering and product teams, as well as other consulting partners, to provide specialised AI and architecture expertise.

Contact

If you would like to explore whether Amestris is the right partner for an AI, architecture or platform initiative, a short initial conversation is a good starting point.

Please include a brief description of your organisation, the problem or opportunity you are considering, and any relevant timeframes.