IntegrationsBlogBook a free AI assessment
Blog

Field notes on shipping AI agents.

Playbooks, ROI, and how teams get agents from pilot to production, and become AI-native.

173 field notes, updated regularly

Featured field note

AI MVP Development: How to Build a Real AI Prototype, Not a Demo

AI MVP development, step by step: demo vs MVP, eval sets first, six stages with exit criteria, what drives cost and what changes in production.

Oct 19, 2026Read →
Industry

AI Agent Maintenance: Who Runs Your Agents After Go-Live

AI agent maintenance explained: who owns a live agent, four ways to staff it, run SLA terms, model deprecations, incident runbooks and running costs.

Oct 19, 2026
Industry

How to Build an AI Agent in Slack That Your Firm Owns

Build an AI agent in Slack your firm owns: when Slackbot or Dust is enough, the scopes it needs, in-thread approval, logging, and how Teams changes the plan.

Oct 14, 2026
Industry

AI Tools for Law Firms: What to Buy and What to Build

AI tools for law firms by category: research, contract review, e-discovery, intake and copilots, the vendor questions to ask, and when to build instead.

Oct 14, 2026
Industry

AI Employees: What They Are, What They Cost to Run, and Who Supervises Them

What AI employees are, how they differ from chatbots, renting vs owning one, which accounting and law firm jobs suit them, what they cost and who supervises.

Oct 13, 2026
Industry

How to Choose an AI Implementation Partner: Questions to Ask Before You Sign

How to choose an AI implementation partner: ten questions to ask, what good answers sound like, red flags, contract terms, and 7216 and ABA 512 checks.

Oct 12, 2026
Industry

Busy Season Burnout: Will AI Give Your Accountants Their Hours Back?

AI can stretch busy season the way remote work stretched the workday. How CPA firm partners decide where freed hours go, curb scope creep and measure hours.

Oct 12, 2026
Industry

Prompt Engineering for Lawyers: A Firm Standard, Not a Personal Skill

Prompt engineering for lawyers at firm level: a shared prompt library, a screen for confidential inputs, a citation check and supervision under ABA Opinion 512.

Oct 10, 2026
Industry

AI Skills Gap in Accounting Firms: What to Train, Hire, or Hand Off

The AI skills gap in accounting is review, exceptions and workflow ownership. Map each skill to an Ownership Map tier and decide to train, hire or hand it off.

Oct 10, 2026
Industry

How to Set Up an AI Steering Committee at an Accounting or Law Firm

Who sits on an AI steering committee at a 20 to 200 person accounting or law firm, what it approves, a charter outline, KPIs, and its 7216 and ABA 512 duties.

Oct 8, 2026
Industry

Shadow AI in Law Firms: The Risk, the Rules, and the Fix

Shadow AI puts client data in personal AI accounts. What ABA Opinion 512 and Rules 1.6, 5.1 and 5.3 require, how to find it, and how to replace it.

Oct 6, 2026
Industry

Offshore Accounting Staff vs AI Agents: How CPA Firms Should Decide

Offshore staff or AI agents for your CPA firm? Compare true cost once review is counted, turnaround, 7216 offshore consent, SSN masking and a hybrid.

Oct 6, 2026
Industry

In-House vs Outsourced AI Development: Which Fits Your Firm

Hire an AI team, outsource to a dev shop, or use a partner? Compare speed, cost, client data and code ownership, plus 7216 and privilege rules.

Oct 6, 2026
Industry

Why Staffing Agencies Are Leaving Traditional HR Software for AI Agents

Why HR software built for in-house teams fails staffing agencies, which workflows AI agents can run, rent vs own, and the LL144 and EEO rules that apply.

Oct 6, 2026
Industry

Can You Send Client Tax Data to an AI Tool? Section 7216 Says Yes, With Consent

26 CFR 301.7216-3 permits consent-based disclosure, so 7216 is no absolute bar. What consent requires, what is unsettled, and the Safeguards Rule overlap.

Oct 1, 2026
Industry

Under 5,000 Clients? Four Safeguards Rule Duties You Do Not Have, and the Ones You Still Do

16 CFR 314.6 removes four Safeguards Rule duties for firms under 5,000 consumers. Which four, what survives, and how firms miscount the threshold.

Oct 1, 2026
Industry

A Federal Judge Ruled That AI Chats Are Not Privileged. The Footnotes Matter More.

A federal judge held that chats with a public AI platform are not privileged. What the ruling binds, what it leaves open, and the footnote on counsel direction.

Oct 1, 2026
Industry

Can software decide economic nexus for your clients, and where does it have to stop?

Software can monitor state thresholds and alert you, but it cannot decide sourcing, taxability, marketplace treatment or whether to register. Here is the line.

Oct 1, 2026
Industry

Your WISP was written before AI, and the IRS sample never mentioned it

IRS Publication 5708 has zero references to artificial intelligence. If your firm built its WISP from the sample, it no longer describes what you do.

Oct 1, 2026
Industry

What a peer reviewer will ask about the AI your firm uses

The AICPA peer review standards never mention artificial intelligence. Here is what your reviewer will actually test when an agent touched the workpapers.

Oct 1, 2026
Industry

Automate Tax Workpaper Preparation: What Automates, What Assists, and What Stays With the Preparer

A step by step look at tax workpaper preparation for CPA firms: which steps automate today, which only draft, and which stay with the licensed preparer.

Sep 21, 2026
Industry

Automation Does Not Cut Your Invoice. It Cuts Your Renewal.

Automate a bookkeeping engagement and the invoice stays at $650. The $269 shows up on a competitor quote sheet instead, and you meet it when the letter comes up.

Sep 7, 2026
Industry

AI Implementation Cost for Accounting Firms (2026 Bands)

One AI workflow costs an accounting firm $12,000 to $34,000 to build and $690 to $2,630 a month to run, once you count the reviewer. Full tables and when to buy instead.

Sep 4, 2026
Industry

How to Scale an Accounting Firm Without Hiring More Staff

A nine person firm reclaims about 857 hours in year one. That is either $99,000 of advisory capacity or a $72,000 avoided hire, never both. Scaled by firm size.

Aug 16, 2026
Industry

What to Charge for AI-Enabled Accounting Services

Real price bands for AI-enabled bookkeeping, controller and CFO services, the margin behind each tier, and why passing the saving on to clients is the worst option.

Aug 16, 2026
Production AI agents, shipped with an owner

Ready to deploy your first agent?

Book a free 30-minute assessment. We'll map the highest-leverage workflow and scope the smallest thing worth shipping, live in as little as 24 hours.

Build, deploy, runYour cloudYou own the code