Answers
Every question, with the answer the group gave.
Every real question asked on a Lab call, with the answer the group actually gave, linked to the moment it happened. Searchable, so Wednesday keeps working for you all week.
449 answers · 16 sessions indexed · new every Wednesday
108 questions are still open. See what ALFA is working on.
Saw it online instead of hearing it on a call? Signal or Noise is the other half of this desk: ALFA's verdict on what members see in the wild.
- Bookkeeping
What does a typical client workflow setup look like inside Double?
Double comes with default closing layouts for each client (whether or not connected to QuickBooks), including a monthly close section, reconciliation update…
14:59Jun 3 call Members-only - Automation & MCP
How do you actually get client tax data into Air Table for use in an AI-driven internal workflow tool - manual entry or automated scanning?
The member demonstrated an internally built practice management app where all backend data comes from Air Table, covering leads, clients, communications,…
50:20Jun 3 call Members-only - Security & compliance
Is it secure to store client tax data (like schedule C info) in Air Table when using it as the backbone for an internal AI-powered practice management app?
The member said they doublechecked Air Table's security specs, including SOC 2 Type II compliance, before using it to hold client data such as schedule C…
49:24Jun 3 call Members-only - Bookkeeping
What problem does a real estate portfolio bookkeeping/aggregation tool actually solve, and who is it built for?
The tool aggregates data across many bank accounts, loans, leases, and property management reports into one place — in the example given, 21 bank accounts…
19:02Jun 2 call Members-only - Automation & MCP
Will accounting firms eventually need to run their own local/specialized AI models instead of relying on big frontier models like GPT or Claude?
The view expressed is that generative frontier models (e.g., Opusclass) are becoming 'hungry,' tokenheavy, and increasingly premiumpriced, and will remain…
29:00Jun 2 call Members-only - Bookkeeping
What AI-driven bookkeeping/accounting software tools are other firms using as alternatives or overlays to QuickBooks?
Someone asked for a read on what other accounting firms are using and where AI adoption within software is heading, noting frustration that QuickBooks keeps…
37:14Jun 2 call Members-only - Bookkeeping
What AI-powered bookkeeping alternatives to QuickBooks are emerging?
QuickBooks has been aggressively adding AI features, including a new bank feed capability that can categorize transactions more intelligently than before, to…
39:02Jun 2 call Members-only - Automation & MCP
How can Claude be used to quickly build a simple general ledger tool?
Claude Code released a feature called 'live artifacts' that was used to build an agentic general ledger, similar in concept to what companies like Puzzle are…
40:00Jun 2 call Members-only - Bookkeeping
Why do niche, vertical-specific accounting tools succeed where broad QuickBooks replacements struggle?
The view expressed is that many new general ledger tools are fighting a losing battle against QuickBooks/Xero because those incumbents can simply bolt on…
41:11Jun 2 call Members-only - Bookkeeping
Why might a bookkeeping tool intentionally avoid bank feed/Plaid connections?
One builder of a realestatefocused accounting tool intentionally left out bank connections, which surprised others in the group since bank feeds are usually…
44:06Jun 2 call Members-only - Practice mgmt
Are practice management platforms like Financial Sense adding useful AI features?
A participant using Financial Sense as their practice management software (chosen for being simple, 'spreadsheety,' and easy to use despite being robust) noted…
47:44Jun 2 call Members-only - Practice mgmt
Are tools like Ignition and Anchor worth using for billing and engagement letters despite setup difficulty?
Ignition and Anchor were acknowledged as tools that can save significant time on billing/engagement workflows, but they are noted to be hard to get set up.
48:26Jun 2 call Members-only - Security & compliance Open question
What's happening on the US side regarding IRS/regulatory guidance on AI use in tax practice, and how should firms handle data security in the meantime?
One participant noted that the IRS is supposedly going to give guidance on AI use at some point, but that could be up to 10 years out, and there's concern that…
33:49Jun 2 call Members-only - Practice mgmt Open question
Should firms/builders focus on AI-native tools or use AI as a means to build traditional software, given the risk that AI/token costs could rise sharply?
One builder described deliberately building their first product version with no AI in it at all, out of concern that token costs could rise dramatically and…
25:03Jun 2 call Members-only - Security & compliance Open question
Is offshoring bookkeeping work to overseas virtual assistants a bigger security/control risk than using AI for the same tasks?
One participant argued offshore virtual assistants are probably less secure than AI for nontaxadjacent tasks, calling it a bigger security risk than doing…
22:00Jun 2 call Members-only - Practice mgmt Open question
What is the biggest bottleneck accounting firms face right now in scaling with AI, and what would 'leaning in' to AI actually require?
Multiple firm owners said their real bottleneck isn't software but people: there aren't enough good accountants, older practitioners are retiring without…
19:40Jun 2 call Members-only - Tax Open question
Is there an AI tool (like Juno) that can reliably prepare a full tax return?
One participant asked about Juno as an AI tax preparation tool.
46:25Jun 2 call Members-only - Security & compliance Open question
How should firms think about AI security and privacy risk (e.g., the IRC 7216 concern) when using tools like Claude with client financial data?
The discussion acknowledged that reactions to AI privacy split into two camps: those who feel it's already too late to worry (client data is already flowing…
13:56Jun 2 call Members-only - Security & compliance
What is the EU doing on AI regulation that could affect firms using AI in fiduciary areas like tax, law, and finance?
In Europe, there is heavy emphasis on defining what counts as a 'highrisk' AI system.
31:27Jun 2 call Members-only - Security & compliance
How do you run Claude locally instead of in the cloud, and why would you want to for client work?
One member described running Claude locally by storing it on a disk/drive rather than using the cloud version.
9:07Jun 2 call Members-only - Automation & MCP Open question
Will the price per AI token/compute increase significantly in the next 6-12 months, and how should firms think about that risk?
The group's view was that AI is currently underpriced relative to the value it delivers — one participant argued that if an AI company is saving a firm…
26:44Jun 2 call Members-only - Getting started Open question
How does Claude's built-in microphone/dictation feature compare to Whisper Flow?
Claude has a microphone button directly on the prompt page that lets you dictate instead of typing, similar in concept to Whisper Flow — you can still edit the…
51:21Jun 2 call Members-only - Getting started
What's an effective way to work iteratively with Claude on a document like a presentation, treating it like delegating to an employee?
One approach shared: give Claude the full context up front — the topic, your point of view, source material you've written (telling it explicitly to pull from…
53:49Jun 2 call Members-only - Automation & MCP Open question
Can a Gmail connector let Claude analyze all past emails with a client without manually printing/uploading them?
The question was raised about whether, with a Gmail connector, you could point Claude at a specific client and have it analyze every email ever exchanged with…
44:29Jun 2 call Members-only - Security & compliance
What does the Claude Chrome extension do, and is it safe to use with client data?
The Claude Chrome extension lets Claude take control of your browser to perform actions on the internet — you'll see your mouse moving as it goes, and it asks…
22:59Jun 2 call Members-only - Automation & MCP
What is Claude's "projects" feature and how can it be used for client-specific work?
Projects let you set up a dedicated space (similar to Perplexity's "spaces") where you drag in reference files, presentations, or writing samples so Claude has…
31:15Jun 2 call Members-only - Automation & MCP Open question
How do I migrate from using Claude only inside the Excel add-in to using the full browser/web version of Claude?
A member described using Claude almost exclusively through the Excel addin (on a Claude Max plan, $200/month, purchased as part of a client's corporate…
6:41Jun 2 call Members-only - Security & compliance Open question
How can I safely delegate a full tax return workflow (checklist, work papers, first-pass review, client summary) to an AI tool like Claude?
One member described wanting to hand a client's full engagement to Claude: generate a checklist of what's needed for the year, turn incoming client documents…
19:01Jun 2 call Members-only - Automation & MCP
What is the new 'design' feature in Claude used for?
The design feature is new and intended for building websites as well as more advanced design tasks like product design and prototyping.
27:39Jun 2 call Members-only - Getting started
How can I get high-quality prompts without spending a lot of time writing them myself?
One member shared that a prompt they had posted online (which impressed a colleague) wasn't something they wrote themselves — they asked Claude to write it for…
6:08Jun 2 call Members-only - Getting started
What is Whisper Flow and how does it help with prompting AI tools?
Whisper Flow is a dictation tool where you hold down two keys on your keyboard and talk, and it transcribes what you say — including correct punctuation,…
49:58Jun 2 call Members-only - Client comms
How should I handle clients who push back on my advice by citing something ChatGPT told them?
Members shared frustration with clients who ask a question, get a wrong answer from ChatGPT, and then argue with it — for example, insisting they can take a…
58:17Jun 2 call Members-only - Tax Open question
Can Claude realistically generate tax planning reports (e.g., presenting strategies to a client) without a lot of manual review and correction?
One member said they'd love to use AI as a tax planning report generator — feeding in a set of strategies (e.g., 'here's the seven strategies I want to present…
4:56Jun 2 call Members-only - Getting started
How do you use AI to identify automation opportunities beyond core accounting/bookkeeping tasks, such as in management, HR, or operations?
A member asked how to expand their 'AI muscle' beyond accountingstyle tasks (rows, columns, structured data) into more complex areas like managing personnel,…
48:25Jun 2 call Members-only - Automation & MCP
What is the 'brand voice' feature in Claude and how is it used for content creation?
The brand voice feature lets you upload a batch of documents or emails you've written as sample data, and Claude will analyze them to learn how you talk/write.
26:36Jun 2 call Members-only - Bookkeeping
How can Claude's Excel add-in help automate financial statement preparation and complex spreadsheet work for a fractional CFO practice?
One member described using the Claude Excel addin to analyze years of monthly trial balance data by line item, and Claude proactively asked whether to generate…
9:00Jun 2 call Members-only - Tax
How can I build a custom GPT trained on my own tax planning strategies to speed up producing tax plans for new clients?
One member kept a roughly 100page 'master library' Word document built over 20 years containing their own tax planning strategies, recommendations, and…
13:11Jun 2 call Members-only - Automation & MCP Open question
What happens when an AI tool fails or gets stuck on a complex automation task?
A member described spending about five hours with Perplexity trying to build an automation using Power Automate.
48:25Jun 2 call Members-only - Automation & MCP
How do you take a website built in Claude and publish it live under your own domain?
Claude can generate a website as an HTML document, but you then need a hosting service to get it onto the internet and attached to your domain.
20:52Jun 2 call Members-only - Getting started
How can I use AI to help train managers on being more efficient with tasks like personnel, HR, manufacturing, and delivery processes?
Tell Claude exactly what you would tell a colleague about the situation, then ask it to interview you and ask followup questions to get more context.
49:00Jun 2 call Members-only - Bookkeeping
Do other members use AI tools besides Claude, such as ChatGPT or industry-specific tools?
One member uses Blue J for research and still maintains a ChatGPT subscription, sometimes running the same query through both Claude and ChatGPT to compare…
56:30Jun 2 call Members-only - Security & compliance Open question
Does using AI tools like Claude with client tax return data raise IRC 7216 concerns, even if the data is scrubbed or masked?
One member referenced a comment from Brandon Hall on a social media post, noting there is fine print suggesting that even if you scrub or mask sensitive client…
18:09Jun 2 call Members-only - Advisory
How well can Claude analyze a long legal document, such as a line of credit agreement?
A member was asked to review and recommend on a 250page line of credit agreement.
46:13Jun 2 call Members-only - Practice mgmt
How can you use AI to find tasks on your daily to-do list that it could take off your plate?
One member's habit is to look at their daily task list each morning and ask Claude what it could lift off the list or what they aren't thinking of that AI…
45:25Jun 2 call Members-only - Getting started
What is Lovable and how does it compare to Claude for building websites?
Lovable is an AIpowered websitebuilding tool similar to Claude's website design capabilities, but it's described as easier for editing — more userfriendly in…
22:00Jun 2 call Members-only - Client comms
How can you use client email history to draft monthly client update emails with AI?
A member described sending clients a monthly email that bulletpointed observations ('here's what you did well, here's what you need to work on').
43:49Jun 2 call Members-only - Security & compliance Open question
Can you limit which files/folders Claude's co-work feature can access, or does it see everything?
You're supposed to be able to point cowork to exactly which folders it should access.
38:07Jun 2 call Members-only - Automation & MCP
What is 'co-work' in the Claude desktop app and how is it different from the browser version?
Cowork is a feature available in the Claude desktop version (not the browser version).
28:51Jun 2 call Members-only - Security & compliance Open question
Is it safe to install Claude Desktop on a machine that has access to client files, and how do you get IT/compliance on board?
One member said their IT group has not gotten comfortable with installing Claude Desktop on machines connected to client files, so they've been limited to a…
16:49Jun 2 call Members-only - Tax
How do you keep an AI knowledge library or project updated as tax laws change?
One approach discussed: periodically log in and update a master library file with new information, CPE presentations, and things you find yourself…
41:54Jun 2 call Members-only - Getting started
Does AI (like Claude or ChatGPT) still commonly hallucinate or give confidently wrong answers?
One member noted that early on, especially with ChatGPT, it would confidently give wrong answers (e.g., wrong dollar thresholds) and you'd have to correct it…
39:52Jun 2 call Members-only - Getting started
Does Claude keep a consolidated chat history across desktop, web, and phone?
Yes — all three places (desktop, web, and phone) show the exact same chat history, so you can pick up where you left off on any device, or search for something…
37:40Jun 2 call Members-only - Getting started
What's the practical difference between using Claude and Perplexity for accounting and research work?
A member described using Perplexity as a broad and deep research tool, calling it 'amazing as a research analyst,' while noting they don't think Claude has…
10:55Jun 2 call Members-only - Client comms
Can AI be used to draft difficult client communications, like termination or resignation letters?
One member uses Claude (which they've nicknamed after their former office manager, who used to play 'bad cop' for client communications) to draft emails,…
16:04Jun 2 call Members-only - Automation & MCP
What are Connectors/MCP in Claude and how can they be used in a firm?
In the Claude 'Customize' area, you can connect various tools you use — these connections are referred to as Connectors, which is what people mean by 'MCP.'…
24:40Jun 2 call Members-only - Automation & MCP
What is the Artifacts feature in Claude, and how does it differ from the research mode?
Artifacts is where Claude stores tools or outputs it creates that you can reference and reuse over time — for example, a report generated by putting the chat…
28:15Jun 2 call Members-only - Tax
What are Skills in Claude and how could they be used for tax planning?
Skills let you give Claude a set of repetitive, strict instructions to follow for a given task, either using prebuilt skills or creating your own.
25:44Jun 2 call Members-only - Automation & MCP
What is Claude's "co-work" feature and how is it different from regular chat?
Cowork is a feature that lets Claude work more independently on complex, multistep projects rather than just answering a single prompt.
29:01Jun 2 call Members-only - Getting started Open question
What's the difference between using Claude's desktop app versus the website version?
The only real difference noted is that the cowork feature is only available on desktop, not on the website or phone.
35:31Jun 2 call Members-only - Practice mgmt
Why build a proprietary general ledger system instead of building on top of QuickBooks?
The presenter said that after the first five years of practice, QuickBooks' pricing kept increasing and felt unsustainable, prompting the decision to build a…
23:35May 27 call Members-only
Read all 449 answers
Membership gets you the live sessions and the full answer library.
See membership