READY · AGENT-READY DATA
AI Autocomplete for Domain-Specific Search and Forms
Build domain type-ahead in two stages: an offline agent learns your terms, a fast index serves every keystroke, and a learning loop keeps it sharp.
THE SHVX BLOG
Guides for taking AI agents from messy data to production
Plain-English answers to the questions founders and engineering leaders ask us most: which model to run, how to get documents agent-ready, and how to test, ship and run agents that stay accurate, secure and affordable.
ASSURE · AGENT ASSURANCE
Is It Safe to Connect AI to Your Email and Drive?
Copilot, Gemini and Claude can now read your email and files. What they can see, where the real risks are, and a safe three-step rollout for admins.
READY · AGENT-READY DATA
How to Extract Data from Handwritten Forms with AI
Handwriting, ticked boxes, stamps and two scripts on one page. How to pull reliable data from handwritten forms and send only unsure fields to people.
ORCHESTRATE · AGENT ENGINEERING
Automate Invoice Processing with AI Agents: A CFO Guide
Where finance hours go in invoice capture, reconciliation and month-end close, what an AI agent can take over, and the controls auditors will still expect.
ASSURE · AGENT ASSURANCE
Generate Test Cases from Requirements with AI Agents
Turn requirement documents into traceable test cases, find gaps and contradictions before coding starts, and keep QA leads in charge of what ships.
READY · AGENT-READY DATA
AI Loan Processing: Faster, Bank-Ready Loan Proposals
How lending firms and loan advisors use AI to read borrower documents, check the figures agree and draft bank-ready proposals with fewer bank queries.
READY · AGENT-READY DATA
Bank Statement Analysis with AI: Extraction and Checks
How to extract transactions from any bank statement format, categorise them, check them against the accounts and flag gaps, with a page link on every line.
ORCHESTRATE · AGENT ENGINEERING
AI Resume Screening: Faster Shortlists, Fairer Hiring
How AI resume screening builds shortlists with evidence for every skill, masks details that invite bias, and keeps recruiters in charge of every decision.
ORCHESTRATE · AGENT ENGINEERING
How to Match Resumes to Job Descriptions with LLMs
The architecture behind LLM resume matching: parse jobs and resumes, extract cited evidence, score with clear rules, test for bias and act with approval.
ORCHESTRATE · AGENT ENGINEERING
AI Notes for In-Person Meetings That Track Follow-Ups
Online meetings get AI notes; face-to-face ones rarely do. How advisors and consultants turn in-person promises into owned, dated follow-ups in the CRM.
ORCHESTRATE · AGENT ENGINEERING
Text-to-SQL AI Agents: Let Your Team Query Data Safely
Let your team ask data questions in plain words. Read-only access, a semantic layer, row-level permissions and visible SQL keep answers safe and right.
ORCHESTRATE · AGENT ENGINEERING
Chatbot or Voice Bot? How to Choose the Right AI Channel for Your Customers
Chatbot vs voice bot: should your AI assistant talk or type? A simple way to match the channel to your customers, cost and risk, and why it is often both.
ORCHESTRATE · AGENT ENGINEERING
How to Build an AI Voice Agent for After-Hours Customer Support
Customers call at 11 p.m. and nobody answers. How to build an AI voice agent for customer support that resolves, escalates or books a call-back.
SUSTAIN · AGENT OPERATIONS
What Does It Cost to Run an AI Agent in the Cloud? The Monthly Bill, Line by Line
The cost of running AI agents, line by line: the seven items on the monthly cloud bill, what makes each grow, and the levers that keep it in check.
ORCHESTRATE · AGENT ENGINEERING
GraphRAG vs Hybrid RAG: Which One Does Your AI Assistant Need?
Hybrid RAG finds the right passage fast. GraphRAG connects facts across documents. When each one wins, what it really costs, and six reference use cases.
ORCHESTRATE · AGENT ENGINEERING
AWS vs Azure vs Google Cloud for AI Agents: How to Choose
AWS, Azure and Google Cloud each now sell a full AI agent platform. How founders should choose between them: by data, identity, models and team, not hype.
READY · AGENT-READY DATA
Why Customers Drop Off in Onboarding and Payment, and How AI Journey Analytics Finds the Cause
Customer journey analytics tools now use AI to watch funnels and replays for you. How to capture the right data and find why sign-ups and payments fail.
SUSTAIN · AGENT OPERATIONS
AI in Operations: How Automation Lets Ops Teams Do More with Less
AI agents now handle routine operations work end to end. Where to start, how your team's work changes, and how to measure doing more with less.
ASSURE · AGENT ASSURANCE
How to Stop AI Agents from Making Things Up: A Practical Guide
AI agents sometimes state wrong facts with total confidence. AI hallucination prevention in practice: why it happens and six layers of defence that work.
ASSURE · AGENT ASSURANCE
Human in the Loop AI: When Should an AI Agent Ask a Person?
Human in the loop AI without the bottleneck: when an agent should act alone, act then notify, or ask a person first, and how to loosen control safely.
ASSURE · AGENT ASSURANCE
AI Agent Permissions: How to Give AI Agents Access to Your Systems Safely
AI agent permissions done right: broad access can be turned against you. Give each agent its own identity, narrow tools, hard limits and approvals.
ORCHESTRATE · AGENT ENGINEERING
Why AI Agent Pilots Never Reach Production (and How to Get Yours There)
Most AI agent pilots stall before production, and rarely because of the model. The five real causes, and how to design a pilot that ships to production.
ORCHESTRATE · AGENT ENGINEERING
How to Connect AI Agents to Legacy Systems That Have No API
Your core system is 20 years old with no API. Five safe routes to AI agent legacy system integration, from read-only database views to screen bots.
ORCHESTRATE · AGENT ENGINEERING
How Long Does It Take to Build an AI Agent?
A demo takes days; a production AI agent takes months. A realistic AI agent development timeline: five stages, planning ranges and what moves your dates.
ORCHESTRATE · AGENT ENGINEERING
Commercial vs Open-Source LLMs: Bedrock, EC2 or Your Own Data Centre?
Pay per token, use Bedrock, rent GPUs on EC2 or buy your own servers? A plain-English guide to the cost, control and effort of each LLM hosting option.
READY · AGENT-READY DATA
How to Extract Data from Large, Complex Documents with AI
Long documents full of tables and “see section 4.2” links break simple AI tools. Here is a 7-step strategy that stays accurate and traceable at scale.
ORCHESTRATE · AGENT ENGINEERING
How to Build an AI Chatbot That Reasons: Hybrid RAG Explained Simply
Why most company chatbots give confident wrong answers, and how hybrid RAG plus a simple reasoning loop fixes it. A plain-English guide with diagrams.
SUSTAIN · AGENT OPERATIONS
How to Reduce Claude Code Costs: A Token Strategy for Engineering Teams
Claude Code bills grow with context, not keystrokes. 12 habits and 5 team controls that cut token spend without slowing your developers down.
ASSURE · AGENT ASSURANCE
How to Test AI Agents: A QA Framework, Process and Toolkit
AI agents give different answers each run and take real actions. Here is a practical QA framework, release process and toolset to test them well.
SUSTAIN · AGENT OPERATIONS
DevOps for AI Agents: How to Ship and Run Agentic AI in Production
AI agents change when prompts, models or data change, not just code. Learn how to version, test, release and monitor them safely in production.
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