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.
- Automation & MCP
How can you use AI to automate reading property management reports and posting bookkeeping entries, without exposing all activity outside a bank account?
A tool was demonstrated that lets you record activity occurring outside the bank account (so it isn't invisible to the books) by dropping property management…
19:00Jun 25 call Members-only - Security & compliance
When building your own AI-powered software product handling client financial data, how do you ensure data privacy and security?
The approach included bringing on a group of trusted contractors with software/data backgrounds once commercialization was planned, rather than doing all…
39:01Jun 25 call Members-only - Bookkeeping
How can you use Claude connected to your accounting data to interactively analyze finances (e.g., largest cost categories, recurring payments)?
Using a private MCP connection to the accounting platform (set up without needing separate approval from Claude), a user can chat directly with their financial…
56:04Jun 25 call Members-only - Bookkeeping
How can AI help record and reconcile activity that happens outside a client's own bank account, like property manager net proceeds?
Some property managers operate out of their own bank account, collecting rent and paying expenses like pest control and lawn maintenance, then netting proceeds…
18:07Jun 25 call Members-only - Automation & MCP
How much does it cost to build custom accounting/property management software using AI-assisted development versus traditional development?
Building this without AI was estimated at $500,000–$750,000 or more in spend.
9:01Jun 25 call Members-only - Security & compliance
When building a financial data tool yourself, how do you ensure data privacy and security are handled properly?
The presenter said they no longer do the engineering themselves, focusing instead on the realestatespecific logic (amortization tables, loans, splits, etc.),…
38:59Jun 25 call Members-only - Bookkeeping Open question
Can you pull bank statements or commercial loan data automatically through Plaid or QBO?
No — most banks do not push commercial loan data through Plaid, and Plaid also does not provide bank statements or check images.
35:01Jun 25 call Members-only - Bookkeeping
Can multiple people (e.g., passive investors) share access to the same real estate bookkeeping data/account?
Yes.
20:41Jun 25 call Members-only - Automation & MCP
How can you build an automated system to track commercial loan amortization and match it exactly to bank-calculated balances?
Because matching a bank's actual/360daycount amortization schedule automatically is virtually impossible, the solution was to build a custom amortization…
46:44Jun 25 call Members-only - Automation & MCP
How did using AI allow someone to build a full software product to solve their own real estate accounting problem instead of hiring a traditional engineering team?
Building the product this way meant effectively moving into a new career (software company founder), which required managing an evolving code base and…
40:49Jun 25 call Members-only - Automation & MCP
How can AI be used to extract structured data from commercial leases into a usable schema?
A lease scraper was built as an early AI learning exercise: to make lease data usable, it first had to be scraped into a defined data schema and stored in a…
49:06Jun 25 call Members-only - Automation & MCP
What has the experience been like building on Plaid directly, including costs and data quirks?
Someone with fintech background (previously paying Plaid bills of roughly $100k/month at a startup with far more connections) asked about the experience of…
35:54Jun 25 call Members-only - Security & compliance Open question
What practical steps can be taken to avoid exposing sensitive financial/PII data when using LLMs for tasks like loan modeling?
Two main strategies were described.
44:13Jun 25 call Members-only - Automation & MCP
How do you divide responsibilities between yourself and an engineering team when building AI-powered software as a non-technical founder?
The founder handles all of the business logic and subject matter expertise — things like amortization tables, transaction splitting, how a lease flows through…
11:12Jun 25 call Members-only - Automation & MCP
What's the difference between using a proprietary AI assistant (like Kestrel's built-in agent) versus connecting Claude directly via MCP?
Both the inapp Kestrel AI agent and the Claude connector use the exact same underlying instruction set via the same MCP server, so the underlying data returned…
53:22Jun 25 call Members-only - Bookkeeping
Who is this property/real estate accounting tool built for, and could accounting firms use it in-house to replace QuickBooks for multi-property clients?
Yes — the tool was confirmed to be adaptable for accounting firms to purchase and use inhouse across several clients.
14:54Jun 25 call Members-only - Automation & MCP
Where does the data live when you build a custom real estate portfolio reporting tool like this?
The underlying data lives in Supabase, described as a secure, fullstack database platform with a lot of builtin functionality and security.
31:37Jun 25 call Members-only - Automation & MCP
How can AI be used to extract structured data from lease documents?
The team built a lease scraper: you drop a new lease into the system, and it scrapes the document against a defined data schema of 16 fields.
49:10Jun 25 call Members-only - Automation & MCP
How do you build guardrails so an AI assistant can only take specific, allowed actions on a database?
The Kestrel AI assistant runs through an API and is given very limited, proactivepermission access to only the firm's own data and only the specific actions…
51:24Jun 25 call Members-only - Automation & MCP
How do you prevent AI hallucinations or math errors when using AI to generate financial reports like P&L or NOI?
The approach described is to never ask the AI to perform math itself.
26:36Jun 25 call Members-only - Bookkeeping
Can AI reconcile and audit third-party property management reports against your own accounting records?
Yes a property management audit feature was demonstrated where the AI audits a property management report and checks it against everything already in the…
57:57Jun 25 call Members-only - Security & compliance Open question
Is there a meaningful difference between using a generic AI tool (Claude, ChatGPT) versus a tax-specific AI tool (like Blue J) in terms of client data risk?
The question of generic vs.
58:16Jun 24 call Members-only - Security & compliance Open question
Does the new OPR guidance say which AI models/tools are safe for practitioners to use?
The guidance didn't explicitly define a 'safe' model, but it did specify that practitioners should use secure, enterpriseapproved AI.
19:12Jun 24 call Members-only - Client comms
How should firms handle clients who are strongly against AI use in their accounting services?
One approach is transparency: be upfront with clients about how AI is being used to better serve them, that it's not being blindly fed all their information,…
29:37Jun 24 call Members-only - Security & compliance Open question
What's blocking members from moving forward with AI adoption in their firms?
A member said the recurring blocker is unresolved clarity on security and IRC §7216 disclosure/consent requirements.
1:00:16Jun 24 call Members-only - Security & compliance
How long is a 7216 consent valid before it needs to be renewed?
The consent can only be valid for up to a year, so it has to be renewed annually.
53:29Jun 24 call Members-only - Security & compliance
How can I use system instructions or a CLAUDE.md file to prevent AI from crossing the line into giving advice or making determinations?
One approach discussed is to explicitly instruct the AI in system instructions not to give advice—stating clearly that it should not provide any kind of advice.
41:28Jun 24 call Members-only - Security & compliance Open question
Should firms talk to their insurance providers about AI use and 7216, and does this affect cyber coverage?
It was raised as an open question whether anyone had spoken with an insurance provider about how AI use and 7216 consent interacts with their coverage…
56:52Jun 24 call Members-only - Security & compliance Open question
Do we still need a separate Section 7216 consent/engagement letter when using AI tools like Claude for tax work?
Views differed.
23:29Jun 24 call Members-only - Practice mgmt Open question
Will increased AI efficiency push firms away from hourly billing toward fixed-fee pricing?
Multiple members expect this shift to accelerate.
25:08Jun 24 call Members-only - Security & compliance Open question
Is a 7216 consent required for AI tools like Claude or ChatGPT the same way it's not required for practice management software?
The group had no settled answer.
34:16Jun 24 call Members-only - Practice mgmt
How is one firm handling AI disclosure and use in engagement letters, and does billing come into play if AI use isn't charged separately?
One member described their firm's approach: they added a disclosure in their engagement letter last tax season stating that AI is used in their processes,…
44:03Jun 24 call Members-only - Security & compliance
What level of specificity does a 7216 consent need regarding AI tool usage and data disclosure?
The 7216 consent has to be fairly explicit about the purpose of use — it can't just say something generic like 'to prepare your taxes.' It needs to name the…
52:47Jun 24 call Members-only - Security & compliance
What did the IRS Office of Professional Responsibility (OPR) say today about AI use by practitioners?
The OPR (a body within the IRS focused on practitioner standards, not the IRS itself) released guidance on AI centered on Circular 230.
14:46Jun 24 call Members-only - Security & compliance Open question
Is it worth the hassle of getting clients to sign a separate 7216 AI consent, or is the pushback just about avoiding client friction?
One view raised is that firms resist doing this mainly because it's a hassle and they fear it will generate a flood of client questions and calls, not because…
50:49Jun 24 call Members-only - Automation & MCP Open question
Can Blue J be used to upload full source documents and tax returns for an AI-driven review, not just tax research?
One member reported doing a demo with Blue J where the vendor stated that, despite the company's publicfacing focus on tax research, the tool can also accept…
58:53Jun 24 call Members-only - Security & compliance
Can a 7216 consent be bundled into a general engagement letter, or does it need to be separate and voluntary, especially for 1040s?
The group recalled that 7216 regulations require consent to be voluntary and, for 1040 returns specifically, the consent must be separate from the engagement…
49:13Jun 24 call Members-only - Security & compliance Open question
Does using AI to help make tax determinations for a client (e.g., whether something is deductible or taxable) trigger IRC 7216 consent requirements, versus just using AI as a supporting tool?
One member's view is that it largely depends on how AI is being used.
39:00Jun 24 call Members-only - Security & compliance Open question
What does the recent guidance on AI use in practice say about which AI models are considered safe, and does it address Section 7216?
The guidance did not spell out a specific list of approved models, but it did state that practitioners should use 'secure enterprise approved AI.' This…
19:00Jun 24 call Members-only - Tax Open question
Can an AI tool review a completed tax return PDF against source documents to catch missed items or errors, like an AI reviewer?
One member described a tool (primarily marketed for tax research) that, when asked directly, confirmed it can accept an uploaded source document and an…
59:01Jun 24 call Members-only - Security & compliance Open question
How could a redaction tool let firms use client data with AI while staying compliant?
The idea discussed: build a redaction tool so client data can be anonymized before being used with AI, but it has to be 100% solid, since even sending data…
1:00:57Jun 24 call Members-only - Security & compliance
Does a 7216 consent need to be signed separately from the engagement letter, and does this apply to both 1040s and business returns?
Consent under 7216 must be voluntary and cannot simply be buried inside the general engagement letter.
49:02Jun 24 call Members-only - Security & compliance Open question
What framework can be used to decide whether a given AI use case requires 7216 client consent?
One member shared a flowchart approach for thinking through this.
37:27Jun 24 call Members-only - Security & compliance Open question
If a client voluntarily uploads their own tax documents into a client-facing AI tool (like Stanford Tax), does that count as the firm's 7216 disclosure, or does the firm still need separate consent?
A member raised this as an open question: when clients are invited to upload documents into a portal/binder tool that uses AI (using Stanford Tax as an…
46:09Jun 24 call Members-only - Automation & MCP
If a monthly journal entry requires data from a system not yet integrated (like Square), what's the workflow today for getting that data into Stack?
For a monthly export not yet natively integrated, options today are: bring the file to your desktop and, when the checklist task/agent runs each month and…
45:42Jun 18 call Members-only - Automation & MCP
How does Ramp handle duplicate transaction postings when also connected to QBO, and should I disconnect QBO eventually?
Ramp refreshes its duplicatedetection every time you access the relevant screen, which should eliminate the possibility of duplicate postings on the Ramp side.
49:00Jun 18 call Members-only - Automation & MCP
When using an AI accounting agent tool, do users need to write highly detailed, engineered prompts, or can they start from a blank screen with a simple instruction?
The presenter explained that about six months ago, 'prompt engineering' put the burden on the user to craft a very precise prompt to get the desired AI output,…
29:01Jun 18 call Members-only - Practice mgmt
How can accounting firms visualize the real-world impact of implementing an automation tool like Ramp's Stack on their team's day-to-day workflow?
One suggestion was that firms unfamiliar with AI would benefit from a concrete 'then and now' comparison — showing a current org chart and what staff currently…
52:30Jun 18 call Members-only - Automation & MCP
Does Ramp/Stack connect to platforms like Square for income/transaction reports, and what's the current roadmap for integrations beyond QuickBooks?
Not yet, but it's planned.
45:15Jun 18 call Members-only - Practice mgmt Open question
At what point does a tool like Ramp's Stack replace QuickBooks or Xero as the actual ledger, rather than just automating on top of it?
One participant raised the recurring question of when these automation layers on top of the ledger actually become the ledger itself, noting the presenter had…
58:53Jun 18 call Members-only - Bookkeeping
How does Ramp handle bank transaction coding and matching compared to QuickBooks bank feeds/rules?
Ramp offers bank transaction functionality similar to QBO's bank feeds, but aims to be more automated.
41:21Jun 18 call Members-only - Automation & MCP
Is there a client-facing version of Ramp's Stack product, or is it only for the accounting firm's internal use?
If an end customer's environment is connected to an accounting partner through Ramp's advisor console, the client currently does not have visibility into Stack…
49:52Jun 18 call Members-only - Bookkeeping
Are bank posting rules maintained in Ramp or in QuickBooks?
Rules are not maintained within Ramp itself — Ramp only uses your existing QuickBooks rules as a starting point so the AI can learn from them.
44:12Jun 18 call Members-only - Getting started
How do you turn on Ramp Stack for an existing Ramp client versus a brand-new client, and is there a trial period?
For an existing client already using Ramp, you can turn on Stack easily by hitting 'start using Stack' from the advisor console.
15:08Jun 18 call Members-only - Bookkeeping
Can you eventually stop using QuickBooks and do everything in Ramp/Stack?
Yes, that's the stated vision.
43:49Jun 18 call Members-only - Automation & MCP Open question
Can the Stack chat agent take direct actions in the platform, like changing the status of a to-do list item or writing to the database, or does it only produce outputs like files and drafts?
Not today.
27:32Jun 18 call Members-only - Security & compliance
How does Ramp Stack keep a human in the loop and maintain audit visibility over what its agents do?
A core design goal of the rollout is that Stack is secure, auditable, and keeps a human in control.
10:22Jun 18 call Members-only - Automation & MCP
What are 'skills' in the Stack AI tool and how do they help customize the agent's behavior for different clients?
Skills are described as large standard operating procedure documents that give Stack an understanding of how a firm or user likes to work.
38:00Jun 18 call Members-only - Automation & MCP
How does the Stack task/checklist board organize month-end close work and flag items that need attention?
The console home view groups tasks by status across all clients.
15:53Jun 18 call Members-only - Getting started
Do users of Stack need to write carefully engineered prompts to get good results, or can they just describe what they want in plain language?
The goal with Stack is to eliminate the need for prompt engineering.
28:54Jun 18 call Members-only
Read all 449 answers
Membership gets you the live sessions and the full answer library.
See membership