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.