Fleurant AI Insights

Straight answers on AI & software decisions.

In-depth, sourced guides on AI agents, custom AI, compliance, web applications and cloud costs, written for the leaders who have to make the call.

Web & Software Development · 21 min read

Customer Portal Development Cost: Custom vs Off-the-Shelf

Customer portal development cost by tier: 516 to 1,908 engineering hours, $21,000 to $191,000 by team rate, plus off-the-shelf prices and a 3-year break-even.

Read article

AI Compliance · 24 min read

AI Governance Framework for Community Banks and Credit Unions

An AI governance framework for community banks and credit unions, built on the CSBS examiner guide: inventory, risk tiers, controls, vendor AI, 90-day plan.

Read article

Custom AI · 23 min read

How to Evaluate AI Chatbot Accuracy Before and After Launch

How to evaluate AI chatbot accuracy: build a test set, grade grounding, size the sample, set pass thresholds by risk, and keep measuring after go-live.

Read article

Cloud Costs · 20 min read

Azure Cost Optimization Checklist: A 90-Day Plan for Mid-Market

An Azure cost optimization checklist in 30/60/90-day order, with verified October 2026 list prices for VMs, commitments, storage and logs, and the trap in each.

Read article

AI Agents · 20 min read

AI Agents for Logistics: 8 Freight Workflows, Systems and Costs

AI agents for logistics, workflow by workflow: what each freight agent does, the TMS, EDI and FMCSA systems it connects to, run costs, and where it fails.

Read article

AI Agents · 26 min read

MCP Server Security Best Practices: 12 Controls for Enterprises

MCP server security best practices for enterprises: 12 controls to require before AI agents touch production data, mapped to real incidents and the MCP spec.

Read article

AI Agents · 21 min read

Build vs Buy AI Agents: Decision Matrix and 3-Year Cost Model

Build vs buy AI agents, decided with numbers: an 8-factor decision matrix, a 3-year cost model for buying, hybrid and custom, and the volume where each wins.

Read article

AI Compliance · 24 min read

AI Vendor Risk Assessment: A Due Diligence Questionnaire

An AI vendor risk assessment template for banks, insurers and healthcare: tiering matrix, 42 questions with evidence and red flags, scoring and contract terms.

Read article

Custom AI · 21 min read

AI Receptionist for Small Business: What Works and What It Costs

An honest AI receptionist for small business guide: what callers tolerate, real monthly costs from list prices, the US rules, and a call flow that works.

Read article

Web & Software Development · 20 min read

SaaS MVP Development Cost: Feature-by-Feature Estimates

SaaS MVP development cost, feature by feature: 616 to 1,316 engineering hours, $25,000 to $132,000 by team rate, what to cut from v1 and what cheap builds cost.

Read article

AI Compliance · 22 min read

AI Audit Trail Requirements: What to Log for Every AI Decision

AI audit trail requirements as of October 2026: which rules apply, a field-by-field logging spec for LLM calls and agent actions, retention periods and a test.

Read article

Web & Software Development · 23 min read

How to Hire a Web App Developer Without Getting Burned

How to hire a web app developer: freelancer vs agency vs in-house, cost math from federal wage data, and the contract clauses that decide who owns the code.

Read article

Free, no-obligation consultation

Have a question about AI or software?

Tell us what you're working on or what you'd like to know. A specialist will get back to you with practical next steps, whether or not we end up working together.

  1. 1Send your question or project details (takes 2 minutes)
  2. 2A specialist reviews it and replies within 1 business day
  3. 3Get clear, practical next steps, free