Can a Computer-Use Agent Safely Operate Your Legacy ERP?
Computer-use agents can click through legacy ERP clients with no API. Let them query and save drafts; keep posting and master data edits behind human approval.
Notes / Enterprise AI
Topic
Enterprise AI
Putting AI into real business workflows: the context it needs, the permissions it gets, and the process changes around it.
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AI Data Queries Return Two Sales Figures: Which Metric Definition Do You Trust?
When natural-language data queries return two different sales figures, the fix is a governed metric dictionary the model must check before it writes SQL.
AI Resume Screening: Should a Human Review the Candidates the Agent Rejects?
A recruiting agent speeds up resume screening, but rejected candidates should not be archived unseen. Set up borderline spot checks, appeals, and audit logs.
AI Safety Inspection Flags a Hazard: Who Signs Off on the Fix?
Factories and construction sites use AI safety inspection to capture on-site hazards. The algorithm captures risk images. A safety officer verifies, grades, and assigns each case. The responsible team fixes it by the deadline, and the officer closes it after an on-site recheck.
Who Owns a Missed Defect in AI Visual Inspection, and How Much Manual Checking Should Stay?
When AI visual inspection lets a defect through, saved images and logs decide who is liable. How to split model and inspector duties and tune manual spot checks.
When an AI Agent Drafts Your Bid, Who Guards Against Disqualification?
Companies use bid agents to help prepare tender responses. One mistake on a mandatory clause disqualifies the bid. The agent lists disqualification risks and drafts responses. Commercial and technical staff check each item against the tender documents. People approve the price, the original credentials, and the signed submission.
How to Record Lead Source When AI Sorts WhatsApp and Email Inquiries
When AI triages B2B inquiries from WhatsApp, email, and web forms, the lead source field needs fixed rules. Five steps keep channel attribution accurate.
AI Equipment Fault Diagnosis: Getting Veteran Technicians' Know-How into Work Orders
Manufacturers can hand first-pass fault diagnosis to AI. The lasting gain is logging veteran technicians' verified fixes in work orders as searchable knowledge.
How Detailed Should a Procurement Agent's Supplier Shortlist Reasons Be?
A procurement agent's supplier shortlist needs reasons buyers can verify and auditors can trace, tied to certificate dates, report numbers, and delivery records.
AI Flags an SPC Anomaly: Who Decides Whether to Stop the Line?
Plants hand process data to AI for SPC anomaly detection. When parameters drift, the stop-the-line decision needs a clear split between system and people. The system reads data continuously and suggests causes. Shift leads and quality engineers respond by preset tiers, and people own the stop decision and the restart check.
How to Write a B2B Landing Page for AI Agent Buyers
AI agents now read vendor pages, check specs, compare prices, and send inquiries for B2B buyers. Humans still sign off. What a landing page needs for each reader.
Agent Evaluation: How Many Runs per Task Are Enough?
Agent evaluation repeats fixed real business tasks, reports pass rate, cost per run, latency and variation, and lists failures. One run cannot justify launch.
Agent Safety Guardrails: When to Stop an Unattended Run
Agent safety guardrails: completion check; caps on steps, tokens, time, repeat calls and tool error streaks. Limit exits are incomplete; log why and open items.
Agent Tool Call Auto-Approval: Which Calls to Allow or Block
Agent tool approval: code boundary checks, rule auto-approval, human review. Use arguments; ignore model reasons. Strict write checks. Log approvals and blocks.
How to Measure AI Agent Value After Rollout: 4 Metrics Beyond Usage
Call counts and active users don't show what an AI agent delivers. Track cycle time, rework rate, tool-switching cost, and agent overlap against team baselines.
AI Customer Service Auto-Close: Why Tickets Still Need Human Review
An AI bot marking a chat resolved does not clear the ticket. How to split auto-close from human ticket review, as China's GB/T 47746-2026 standard does.
AI Native vs. AI-Enhanced: Does Your System Still Work Without the AI?
Remove the AI from an AI-enhanced system and it still runs, only slower. Remove it from an AI Native system and nothing is left. One test to tell them apart.
AI Outbound Calling vs. Human Telesales: Which Steps of a Lead List Go to Each?
Split one lead list by task when buying AI outbound calling. AI handles bulk reach, screening, and standard Q&A. Humans handle objections, pricing, and closing.
Company-Wide AI Training Is Done. Why Haven't Workflows Changed?
McKinsey's 2025 survey: 88% of organizations use AI regularly, yet most haven't embedded it in workflows. After AI training, redesign one real workflow first.
AP Invoice Agents That Also Pay: Which Controls Can't Be Skipped?
An AP agent that runs from invoice matching to payment needs match records, call-back checks on bank changes, duplicate checks, limits, batch review, and recon.
Enterprise Context Engineering: Making Company Knowledge Usable by AI Agents
AI agents stall in production when company knowledge conflicts or goes stale. Make context reliable, executable, and auditable, one workflow at a time.
AI Agent Memory Architecture: Markdown Is the Source of Truth, the Database Is a Disposable Cache
GBrain, Garry Tan's open-source agent memory system, keeps Markdown in Git as the only source of truth and treats its database as a rebuildable index.
Grok Bot vs ChatGPT: A Cloud Teammate or Another Chat Window?
Since Aug 26, Grok Bot is in Cursor Pro, SuperGrok, and Cursor Teams. Unlike ChatGPT, it takes a task and keeps working on a cloud computer after you log off.
Brand Monitoring on X with Grok Bot: What the Daily Digest Should Say and When to Escalate
Hand X brand monitoring to a Bot. Each digest item gets a link, why it matters, and whether a person must decide. Write escalation rules before it starts.
From Idea to Product: How to Design an End-to-End AI Delivery Path
A delivery roadmap that takes an AI idea to a working product, with acceptance criteria at every step. Baize AI designs the path; your team builds the product.
AI Agents in IT Change Review: Which Steps Still Need a Human Sign-Off?
Agents can check IT change requests against configs, runbooks, and schedules. Release approval, change windows, and rollback owners still need human sign-off.
Fine-Tuning vs. RAG: Connect the Enterprise Knowledge Base First
Fine-tuning a vertical model on weekly-changing facts bakes in stale data. Connect an enterprise knowledge base (RAG) first, then fine-tune for tone and format.
When Should a Voice Sales AI Agent Hand a Call to a Human?
A voice sales AI agent cannot take back what it says on a live call. Six handoff triggers, four facts to pass to the rep, and how to audit call recordings.
What Is Grok Bot? An AI Agent Guide to Persistent Teammates
What is Grok Bot? Learn how xAI's persistent AI agent uses a cloud computer, real Grok Bot use cases, Skills, Routines, Group Chat, and security approvals.
Start with a 30-minute call.
Find the first workflow to change.
Free. Remote, over video.