Amestris AI, architecture & digital platforms

Insights & Perspectives

Articles on AI, architecture, governance and digital platforms from Amestris. Written in a mix of executive, technical, thought-leadership and practical styles.

AI Governance · Practical

AI Safety Evaluation Suite: Policies, Red Team Cases and Regression Gates

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Search · Technical

RAG Evidence Scoring: Coverage, Specificity and Claim Support

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Engineering · Technical

Agent State Machines: Deterministic Flows for Tool Use and Safe Recovery

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Engineering · Practical

LLM Output Determinism: Constraints, Validation and Consistent Formatting

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Architecture · Executive

Fine-Tuning vs RAG: When to Train, When to Retrieve, When to Do Both

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

AI Operations · Practical

Prompt Library Design: Templates, Variables and Governance for Reuse

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Technical

Preventing Agent Loops: Step Budgets, Termination Criteria and Safe Retries

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Engineering · Practical

Tool Error Handling for Agents: Retry Policies, Backoff and User Feedback

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

AI Operations · Technical

LLM Latency Optimisation: Routing, Streaming and Token Budgets

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Search · Technical

Citation Audits for RAG: Spot-Checking Grounding and Fixing Misattribution

An Amestris perspective on search in the context of AI, architecture and digital platforms.

AI Operations · Practical

Evaluation Drift: Keeping AI Benchmarks Representative Over Time

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Security · Technical

Prompt Injection Testing Suite: Attacks, Fixtures and Regression Gates

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Operations · Technical

Tracing AI Agent Runs: Request IDs, Spans and Replayable Execution

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Practical

LLM Cost Guardrails: Budgets, Unit Economics and Circuit Breakers

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Security · Technical

Tenant Isolation in RAG: Index Partitioning, Filters and ACL Proofs

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Governance · Practical

Handling Sensitive Data in AI Evaluations: Sampling, Redaction and Secure Review

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Security · Practical

AI Red Teaming for Agents: Tool Abuse, Data Exfiltration and Safety Regression

An Amestris perspective on security in the context of AI, architecture and digital platforms.

Product · Practical

Calibrating Refusals and Abstention in LLM Products: Safer Answers Without Over-Blocking

An Amestris perspective on product in the context of AI, architecture and digital platforms.

Data Platforms · Practical

RAG Source Lifecycle Management: Ownership, Deprecation, Deletes and Archives

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

AI Operations · Technical

Simulated Users for Agent Evaluation: Journeys, Adversarial Prompts and Tool Outcomes

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Practical

Fallback and Degradation Strategies for LLM Systems: Keep Serving Safely Under Stress

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Governance · Practical

AI Guardrail Taxonomy: Policies, Filters, Validators and Human Review

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Operations · Practical

Prompt Versioning Registries: Approvals, Diffing and Safe Rollouts

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Search · Technical

Building a RAG Benchmark Harness: Golden Queries, Retrieval Metrics and Regression Tests

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Engineering · Technical

Tool Contracts for AI Agents: Schemas, Validation and Backward Compatibility

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Search · Technical

Embedding Drift Monitoring: Detecting Retrieval Regressions After Model or Corpus Changes

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Engineering · Practical

Technical SEO Audit for Static Sites: Crawl, Indexation and Templates

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Engineering · Practical

robots.txt and Index Controls: What to Allow, Block and Expose

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Engineering · Technical

Core Web Vitals for Static Sites: Simple Wins for Speed and Stability

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Search · Practical

Internal Linking and Topic Clusters: A Practical Approach for Service Sites

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Product · Practical

Content Refresh Strategy: Updating Articles Without Losing Search Equity

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Operations · Technical

Reliability Metrics for AI Agents: Task Success, Tool Errors and Recovery

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Search · Practical

Answerability Gates for RAG: When to Answer, Ask, or Refuse

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Engineering · Practical

Structured Data for Blogs: BlogPosting and FAQPage Schema Without Spam

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Engineering · Technical

Canonical URLs on Static Sites: Avoiding Duplicate Content and Split Signals

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Engineering · Practical

Sitemap Hygiene for Growing Sites: lastmod, Canonicals and Crawl Efficiency

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

Security · Practical

Hardening RAG Connectors: Provenance, ACL Sync and Change Detection

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Operations · Practical

Configuration Drift in LLM Systems: Detecting Unapproved Prompt, Policy and Route Changes

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Governance · Practical

AI Risk Registers That Work: Use Cases, Controls and Residual Risk

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Security · Technical

PII Redaction Pipelines for AI: Pre-Processing Patterns That Scale

An Amestris perspective on security in the context of AI, architecture and digital platforms.

Search · Technical

Evaluating RAG for Freshness: Measuring Answer Age and Stale Source Use

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Engineering · Practical

Testing Pyramid for AI Systems: Static Checks, Evaluations and Production Monitoring

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

AI Governance · Executive

Ownership Models for AI Systems: Product, Platform, Risk and the RACI

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Product · Practical

LLM Output Style Guides: Consistent Tone, Structure and Brand Voice

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Operations · Technical

Noisy Neighbour in Multi-Tenant AI: Fairness, Isolation and Shared Limits

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Search · Technical

Structured Citations for RAG: Source IDs, Snippets and Verifiable Claims

An Amestris perspective on search in the context of AI, architecture and digital platforms.

AI Governance · Practical

Consent and Preference Centres for AI: Opt-Outs, Data Rights and Trust

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Practical

Explainable AI in Practice: Reason Codes, Evidence and User-Facing Explanations

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Technical

Automating AI Evidence Packs: From Telemetry to Audit Readiness

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Operations · Technical

LLM Context Budgeting: Token Limits, Summaries and Stable Quality

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Search · Technical

Source Quality Scoring for RAG: Trust Signals, Freshness and Ranking

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Product · Practical

Assistant Memory Without Privacy Nightmares: Personalisation, Consent and Retention

An Amestris perspective on product in the context of AI, architecture and digital platforms.

Search · Technical

Query Orchestration for RAG: Decomposition, Multi-Hop Retrieval and Answer Plans

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Security · Technical

Prompt Confidentiality: Preventing Template Leakage, Exfiltration and IP Loss

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Governance · Practical

Policy Localisation for AI: Regional Rules, Residency and Consistent Behaviour

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Product · Executive

Tiering AI Features: Premium Routes, Quotas and Predictable Unit Economics

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Operations · Practical

LLM Capacity Forecasting: Scenarios, Budgets and Provider Commitments

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Technical

AI Chaos Engineering Game Days: Testing Failover, Degradation and Recovery

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Technical

AI Safety Metrics Dashboards: SLIs for Hallucination, Refusal and Disclosure

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Data Platforms · Technical

Knowledge Graphs for RAG: Entity Linking, Graph Retrieval and Traceability

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

Security · Technical

Identity and Session Security for AI Assistants: Auth, Context and Audit

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Governance · Technical

Bias and Fairness Monitoring for AI Systems: Metrics, Sampling and Governance

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Practical

DPIAs for AI Systems: Data Flows, Controls and Evidence

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Security · Practical

DLP for LLM Systems: Preventing Sensitive Data Leaks in Prompts and Outputs

An Amestris perspective on security in the context of AI, architecture and digital platforms.

Product · Practical

Accessibility for AI Assistants: Inclusive UX Patterns and Practical Checks

An Amestris perspective on product in the context of AI, architecture and digital platforms.

Product · Practical

Multilingual AI Assistants: Localisation, Tone and Evaluation

An Amestris perspective on product in the context of AI, architecture and digital platforms.

Product · Practical

PRDs for LLM Features: Requirements, Constraints and Evaluation Plans

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Operations · Practical

Support Playbook for AI Features: Triage, Escalations and Case Capture

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Technical

Alerting and Runbooks for AI Systems: Signals, Thresholds and Fast Levers

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Search · Practical

RAG Root Cause Analysis: Debugging Wrong Answers Systematically

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Delivery · Executive

Stakeholder Communications for AI: Announcements, Incidents and Trust

An Amestris perspective on delivery in the context of AI, architecture and digital platforms.

AI Governance · Executive

AI Governance Council: Decision Rights, Cadence and Artefacts

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Technical

Decision Logging for AI Systems: Routing, Policies and Audit Trails

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Security · Practical

Data Classification for LLM Systems: What to Send, What to Redact, What to Block

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Operations · Technical

Synthetic Monitoring for AI: Golden Queries, Drift and Alerting

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Quality · Technical

LLM-as-a-Judge Evaluation: Calibration, Bias and Reliable Scoring

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

AI Operations · Practical

LLM Cost Anomaly Detection: Budgets, Token Explosions and Rapid Triage

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Governance · Practical

Model Deprecation and Sunsetting: Retiring AI Capabilities Without Breaking Trust

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Data Platforms · Technical

RAG Freshness Architecture: Incremental Ingestion, SLAs and Backfills

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

AI Quality · Practical

Human Review Operations for AI: Queues, Sampling and Quality Assurance

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

Search · Technical

RAG Deduplication and Canonical Sources: Reducing Conflicts, Cost and Confusion

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Product · Practical

Experimentation for AI Systems: A/B Tests, Holdouts and Guardrails

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Operations · Technical

AI Telemetry Schema: What to Log for LLM Features (and What Not to)

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Engineering · Technical

Tool Reliability for LLM Agents: Idempotency, Retries and Side-Effect Control

An Amestris perspective on engineering in the context of AI, architecture and digital platforms.

AI Governance · Practical

User Transparency for AI Features: Notices, Controls and Feedback That Build Trust

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Data Platforms · Practical

Content Review Workflows for RAG: Ownership, Freshness and Approval Paths

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

Delivery · Practical

AI Release Notes: Communicating Model and Prompt Changes Without Losing Trust

An Amestris perspective on delivery in the context of AI, architecture and digital platforms.

Strategy · Executive

AI Vendor Exit Strategy: Portability, Dual-Run and Replacement Planning

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

AI Governance · Technical

Model Registry for Enterprise AI: Versions, Policies and Deployment Gates

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Quality · Technical

Prompt Regression Testing: Keeping LLM Behaviour Stable Across Changes

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

Data Platforms · Practical

RAG Deletion Workflows: Sync, Reindex and the Right to Be Forgotten

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

AI Operations · Practical

Building an AI Service Catalog: Standard Models, Prompts and Support Tiers

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Operations · Technical

An Error Taxonomy for AI Systems: Classifying Failures to Improve Reliability

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Delivery · Practical

Feature Flags for AI: Rollouts, Safety Switches and Experiment Design

An Amestris perspective on delivery in the context of AI, architecture and digital platforms.

Performance · Technical

LLM Latency Engineering: Budgets, Caching and User-Perceived Speed

An Amestris perspective on performance in the context of AI, architecture and digital platforms.

Security · Technical

Permissions for RAG: Access Control, Tenant Boundaries and Leakage Tests

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Operations · Practical

Operational Analytics for AI Systems: Usage, Adoption and Outcomes

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Quality · Technical

Enterprise LLM Benchmarking: Scenarios, Baselines and Decision Gates

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

AI Governance · Practical

Compliance Audits for AI Systems: Evidence Packs, Controls and Traceability

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Data Platforms · Technical

Metadata Strategy for RAG: Taxonomy, Permissions and Retrieval Quality

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

Delivery · Practical

AI Change Freeze Playbooks: When to Pause, Stabilise and Recover

An Amestris perspective on delivery in the context of AI, architecture and digital platforms.

Security · Practical

Defending Against Data Poisoning in RAG Pipelines

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Quality · Technical

Evaluation Dataset Management for AI Systems: Coverage, Privacy and Drift

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

Generative AI · Technical

Fine-Tuning vs RAG: A Decision Framework for Enterprise LLMs

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Generative AI · Technical

Measuring Retrieval Quality in RAG: Recall, Precision and Failure Modes

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Search · Technical

RAG Ranking and Relevance: Hybrid Search, Reranking and Feedback Loops

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Data Platforms · Technical

Designing RAG Ingestion Pipelines: Chunking, Metadata and Source Control

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

Generative AI · Practical

Citations and Grounding: Building Trust in RAG and LLM Assistants

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

AI Quality · Practical

Hallucination Mitigation in Enterprise AI: Design Patterns That Fail Safely

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

Product · Practical

UX Patterns for AI Assistants: Uncertainty, Citations and Safe Fallbacks

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Governance · Executive

Managing Shadow AI: Policies, Safer Alternatives and Organisational Reality

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Executive

Defining AI Risk Appetite: Where to Allow Autonomy and Where to Require Controls

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Practical

Building a Safety Case for AI Systems: Claims, Evidence and Ongoing Assurance

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Technical

Policy Layering for AI Systems: Pre, In, and Post Controls

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Governance · Technical

Model Cards and Lineage: Making AI Systems Auditable in Practice

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Security · Practical

Data Retention and Deletion for AI Systems: Prompts, Logs and Tool Outputs

An Amestris perspective on security in the context of AI, architecture and digital platforms.

Security · Technical

Privacy Threat Modeling for LLM Applications

An Amestris perspective on security in the context of AI, architecture and digital platforms.

Architecture · Technical

Secure Multi-Tenancy for AI Platforms: Isolation, Logging and Cost Attribution

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

AI Operations · Technical

Rate Limiting and Quota Management for LLM Platforms

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Quality · Practical

Designing Human Evaluation Rubrics for AI: Consistency, Calibration and Speed

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

Delivery · Practical

Canary Rollouts for AI Systems: Shipping Model and Prompt Changes Safely

An Amestris perspective on delivery in the context of AI, architecture and digital platforms.

AI Agents · Practical

Approvals in Agentic Workflows: Step-Up Controls for High-Risk Actions

An Amestris perspective on ai agents in the context of AI, architecture and digital platforms.

AI Governance · Executive

Practical AI Governance Artefacts: Registers, Inventories and Decision Logs

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Operations · Technical

Caching for LLM Systems: Safety, Privacy and Cost Control

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Generative AI · Technical

Structured Outputs for LLMs: Schemas, Validation and Repair Loops

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Security · Practical

Data Minimisation for AI: Redaction, Tokenisation and Least Exposure

An Amestris perspective on security in the context of AI, architecture and digital platforms.

Security · Technical

Authorising AI Tool Use: Permissions, Approvals and Policy

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Quality · Practical

Monitoring Drift in AI Systems: Models, Prompts, Retrieval and Policies

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

Generative AI · Technical

Context Engineering for LLM Applications: Retrieval, Memory and Compression

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

AI Operations · Practical

AI Incident Response: Playbooks for Hallucinations, Data Exposure and Tool Failures

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

AI Governance · Technical

Prompt Registries and Change Control: Versioning, Review and Rollback

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Data Platforms · Thought Leadership

Synthetic Data for AI: Where It Helps, Where It Hurts

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

Knowledge Management · Practical

Governing RAG Knowledge Bases: Ownership, Freshness and Trust

An Amestris perspective on knowledge management in the context of AI, architecture and digital platforms.

Security · Practical

Defending Against Prompt Injection in Enterprise AI Systems

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Operations · Practical

FinOps for LLMs: Cost Controls, Chargeback and Budgeting

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Architecture · Technical

Model Routing and Failover: Designing Multi-Provider LLM Resilience

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

Security · Technical

Secrets Management for AI: Workload Identity, KMS and Rotation

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Quality · Practical

Red Teaming LLM Applications: A Practical Adversarial Testing Guide

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

AI Governance · Executive

Data Residency and Sovereignty for AI Platforms

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Agents · Technical

Designing Safe Tooling Interfaces for LLM Agents

An Amestris perspective on ai agents in the context of AI, architecture and digital platforms.

AI Operations · Technical

Running AI Systems with SLOs and Error Budgets

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Generative AI · Practical

A Practical Evaluation Playbook for RAG Systems

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Security · Technical

Securing AI Integrations with Zero-Trust Patterns

An Amestris perspective on security in the context of AI, architecture and digital platforms.

AI Quality · Technical

Testing AI Systems with Evaluation Sandboxes

An Amestris perspective on ai quality in the context of AI, architecture and digital platforms.

AI Governance · Executive

An AI Procurement Playbook for Regulated Enterprises

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Product · Thought Leadership

Product Management for AI Platforms

An Amestris perspective on product in the context of AI, architecture and digital platforms.

Strategy · Practical

Measuring AI Value with Leading Indicators

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

AI Governance · Executive

Building an AI Control Tower for Enterprise Programs

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

AI Agents · Practical

Piloting AI Agents Safely in Operations

An Amestris perspective on ai agents in the context of AI, architecture and digital platforms.

Generative AI · Technical

Evaluation Loops for Generative AI Products

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

AI Governance · Executive

The AI Governance Maturity Curve

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Generative AI · Technical

Practical RAG Patterns for Enterprise Knowledge Bases

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Operating Model · Executive

Designing an AI Operating Model That Actually Works

An Amestris perspective on operating model in the context of AI, architecture and digital platforms.

AI Agents · Thought Leadership

Where AI Agents Make Sense—and Where They Do Not

An Amestris perspective on ai agents in the context of AI, architecture and digital platforms.

Architecture · Technical

Designing AI-Ready Enterprise Architectures

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

Document Intelligence · Practical

A Practical Playbook for Document Intelligence

An Amestris perspective on document intelligence in the context of AI, architecture and digital platforms.

Generative AI · Technical

Evaluating LLM Systems: Metrics That Matter

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

AI Governance · Executive

AI Risk, Controls and Assurance for Boards

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Computer Vision · Practical

Using Computer Vision for Product and Ingredient Intelligence

An Amestris perspective on computer vision in the context of AI, architecture and digital platforms.

Strategy · Executive

A 12-Month Roadmap to a Realistic AI Strategy

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

AI Agents · Technical

Agents, Orchestrators and Workflows: Choosing the Right Pattern

An Amestris perspective on ai agents in the context of AI, architecture and digital platforms.

Generative AI · Thought Leadership

Why Most RAG Implementations Underperform

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

AI Governance · Technical

Designing Guardrails for Enterprise LLM Systems

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Data Platforms · Thought Leadership

Data Foundations for Sustainable AI

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

E-Commerce · Practical

Where AI Actually Moves the Needle in E-Commerce

An Amestris perspective on e-commerce in the context of AI, architecture and digital platforms.

MLOps · Technical

MLOps, AIOps and Traditional DevOps: How They Fit Together

An Amestris perspective on mlops in the context of AI, architecture and digital platforms.

AI Operations · Practical

Managing and Optimising AI Run Costs

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Strategy · Executive

Build vs Buy: Making Sensible AI Platform Decisions

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

Generative AI · Thought Leadership

From Prompting to Systems: The Next Phase of Generative AI

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Delivery · Practical

Designing AI Pilots That Can Scale

An Amestris perspective on delivery in the context of AI, architecture and digital platforms.

Search · Technical

Modern Enterprise Search with LLMs

An Amestris perspective on search in the context of AI, architecture and digital platforms.

Architecture · Thought Leadership

Updating Architecture Principles for the Age of AI

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

AI Governance · Executive

Governing AI Agents in Regulated Environments

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Knowledge Management · Thought Leadership

Rethinking Knowledge Management in the LLM Era

An Amestris perspective on knowledge management in the context of AI, architecture and digital platforms.

Architecture · Practical

Creating an AI Pattern Library for Your Organisation

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

Strategy · Executive

Quantifying the Value of AI Initiatives

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

Data Platforms · Technical

Choosing a Vector Database for Enterprise Use

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

AI Operations · Practical

Designing Human-in-the-Loop AI Systems

An Amestris perspective on ai operations in the context of AI, architecture and digital platforms.

Operations · Practical

Practical AI Use Cases for Operations Teams

An Amestris perspective on operations in the context of AI, architecture and digital platforms.

Customer Service · Executive

AI in Customer Service: Copilots, Bots and Beyond

An Amestris perspective on customer service in the context of AI, architecture and digital platforms.

Architecture · Technical

Reference Architectures for Enterprise AI Platforms

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

Change · Executive

Change Management for AI Initiatives

An Amestris perspective on change in the context of AI, architecture and digital platforms.

AI Governance · Technical

Compliance by Design for AI Systems

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Generative AI · Technical

Choosing and Combining LLM Providers

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Strategy · Thought Leadership

Common Pitfalls in AI Roadmaps

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

AI Agents · Practical

Agentic Workflows in Back-Office Functions

An Amestris perspective on ai agents in the context of AI, architecture and digital platforms.

Architecture · Technical

AI and Event-Driven Architectures

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

MLOps · Technical

Observability for AI and LLM Systems

An Amestris perspective on mlops in the context of AI, architecture and digital platforms.

Product · Executive

What Product Managers Need to Know About AI

An Amestris perspective on product in the context of AI, architecture and digital platforms.

AI Governance · Thought Leadership

AI Ethics in Practice: From Principles to Decisions

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Strategy · Practical

Evaluating AI and Data Vendors with Confidence

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

Strategy · Executive

A Board-Level AI Roadmap in One Page

An Amestris perspective on strategy in the context of AI, architecture and digital platforms.

Architecture · Practical

Running Effective Architecture Reviews for AI Projects

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

Architecture · Practical

Making AI Work with Legacy Systems

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.

Data Platforms · Technical

Data Contracts and Their Role in AI

An Amestris perspective on data platforms in the context of AI, architecture and digital platforms.

Document Intelligence · Practical

Redesigning Document Workflows with AI

An Amestris perspective on document intelligence in the context of AI, architecture and digital platforms.

Computer Vision · Practical

Using Vision Models for Quality Control

An Amestris perspective on computer vision in the context of AI, architecture and digital platforms.

AI Governance · Practical

A Practical Safety Checklist for AI Systems

An Amestris perspective on ai governance in the context of AI, architecture and digital platforms.

Generative AI · Executive

An LLM Adoption Playbook for Mid-Sized Organisations

An Amestris perspective on generative ai in the context of AI, architecture and digital platforms.

Architecture · Thought Leadership

Platform Thinking for AI Capabilities

An Amestris perspective on architecture in the context of AI, architecture and digital platforms.