wyth.aiDiscovery output
wyth.aiDiscovery output
From our conversation
You are weighing four proposals. Before any of them is worth signing, someone should tell you that your portfolio system already monitors drift and cash daily, that it does have an API, that your vendor put $35 million into exactly this problem eight days ago, and that the alts workflow you want is a product you can buy.
None of that is what I was hoping to find. It is what the research found, so it is what this page leads with.
01 / What we heard
“Can I grow with only senior level people?”
The thesis of the firm. Every recommendation below is scored against headcount you never hire, not hours you shave.
“Why do I have to do the manual downloads?”
You shouldn't, and the reason is not the one you were given. See 02.
“Your compliance side is the tricky part.”
You're the CCO. You carry this personally. There is a deadline that has already passed and it changes how you should paper whoever you hire.
“I don't want to build shit that nobody uses.”
Then the harder version of that rule is: don't build what you already bought. Most of this page is that rule applied.
“If I don't pay them, all the stuff we built is going to disappear.”
You named the commercial risk. It is also a regulatory one now, and specifically so since June.
“Audience is the new capital.”
Chopwood has the highest ceiling of anything discussed. It also has a rule attached, and that rule is narrower than almost everyone assumes. Worth getting exactly right before episode one rather than episode fourteen.
02 / What we checked
You told me Tamarac won't give you an API and that you're stuck downloading five reports by hand. Both claims came to you secondhand, so they got checked rather than repeated. Here is what came back.
Envestnet's developer portal publishes a Tamarac Batch API whose stated purpose is generating and downloading bulk reports from saved templates. The documented workflow is three steps: queue the report over REST against a template you already built, poll the status endpoint, download from a presigned S3 link once it returns Succeeded. That is your morning, written down by your own vendor.
Alongside it: an External API for real-time accounts, holdings, groups and custodial sync status; a CRM API against Tamarac CRM; and a Service Requests API covering raise cash, systematic withdrawals and account termination. The full Tamarac product list is here. The catch is commercial. Portal credentials come through your Account Manager after a discovery session with their integrations team.
This is the finding I did not want. Tamarac's own product sheet for Advisor Rebalancing describes daily portfolio monitoring across all accounts and households for custom criteria: accounts drifted outside target allocation, accounts holding too little cash, accounts holding unrealized gains and losses. It has cash reserve tolerance bands.
You own the rebalancer. So before anyone builds you a drift monitor, someone should sit with you for an hour and find out whether saved screens in a module you already pay for cover negative cash, excess cash, drift and lagging performance. My read is that they cover four, and the dashboard and widget documentation is where to start looking. The fifth, dispersion against other accounts in the same strategy, is the one that genuinely looks like a build.
Eight days before we had lunch. A surge investment increasing Tamarac technology spend by 2.5x, inside a five-year billion-dollar commitment. The stated aim is AI built into the workflows advisors already use, including decision intelligence to surface next-best actions and AI agents intended to make an advisor's day easier.
Report Studio shipped to all advisors. The AI-enabled version, where you describe the report you want and it builds it, is open for preview and beta signup now with general availability planned this fall.
Do this one this week. Envestnet has not published a standalone signup URL, so the two real routes are the Tamarac product page, which is the only destination in their own announcement, and your Account Manager, who can put you in the beta directly. Ask for both Report Studio beta access and Batch API portal credentials in the same email, since it is the same person.
Their own arithmetic in the September 3 release: 55 minutes saved per report, about 1,175 reports a year at a median book, roughly 1,077 hours. Discount it as vendor math and it is still the largest number on this page. You told me quarterly slides already went from a week to an hour, so you know the shape of it is right.
It also means your advisor daily sheet is on your vendor's roadmap. Paying a consultant to build a next-best-action feed into Tamarac right now is building in front of a bulldozer.
Canoe Intelligence connects to thousands of GP and administrator portals, ingests capital calls, distribution notices and partner capital account statements, extracts and validates the data, and delivers it onward. It integrates with Tamarac by name. Bloomberg is in the process of acquiring it. Arch is the lighter alternative built for RIAs and family offices rather than institutions.
You have a Director of Private Investments and you sell capital calls and subscription documents as a service line. Anyone proposing to build you a document intake pipeline for alts is quoting you to rebuild something with thousands of portal integrations behind it. Buy the engine. The work worth paying a human for is choosing between the two and wiring the output into your client files and your DocuSign flow.
Its REST API is full read and write across contacts, households, tasks, events and notes, publicly documented, throttled to roughly a request per second, with no native webhooks. Not constricted. There are community-built CLI and MCP wrappers on top of it already.
More to the point, the native Tamarac and Wealthbox integration exists and already surfaces account details, holdings, billing and custom fields on the contact record with single sign-on. If a proposal on your desk includes building that connection, take it off the price.
The 2024 Regulation S-P amendments set two compliance dates: December 3, 2025 for advisers at $1.5B and above, and June 3, 2026 for everyone else. At roughly $107M you are in the second group, which means you are already inside the obligation, not approaching it. Written incident response program, breach notification within thirty days, recordkeeping, and service provider oversight through due diligence and monitoring.
Here is why it belongs on a page about AI vendors. Any firm you give access to client data becomes a service provider under that rule, with a contractual expectation of breach notification within seventy-two hours. The SEC named Reg S-P and vendor oversight in its FY2026 exam priorities and named newly registered, never-examined advisers as a focus. EQV registered in 2025.
So the diligence you run on these four proposals is itself an exam artifact. Ask each of us for our incident response terms in writing. The answers will sort the field faster than the demos will.
03 / What is actually left
Envestnet builds inside Tamarac. Canoe builds inside alts documents. Wealthbox builds inside the CRM. None of them will ever build the part where an exception in one system becomes a task in another, gets documented, and gets closed. That gap is not a product anyone sells, because it is shaped like your firm and no one else's. That is the work.
Before you spend anything with anyone, we spend an hour in Advisor Rebalancing and find out what your five morning checks look like as saved screens in a module you already own. Then three calls: your Account Manager about Batch API credentials, the Report Studio AI beta signup, and Canoe and Arch for alts pricing.
Most likely outcome is that your morning shrinks without a build, and the scope of everything after it gets smaller. The fee credits in full against the build, so the session costing you something and then shrinking what you buy is not a contradiction. It is the whole design.
Tamarac tells you an account drifted. It will not open a Wealthbox task, attach the reasoning, route it to the right advisor, or prove to an examiner that somebody acted on it. That handoff is where your day actually leaks, and it is the same shape as the problem I described at lunch with the real estate firm, where one person's inbox held the whole flow.
Exception detected in Tamarac, task created in Wealthbox against the household, rationale recorded, deadline tracked, closure logged. Read from Tamarac, write only into your CRM, never into a system of record for money.
Canoe or Arch does extraction, and Arch already covers more of the last mile than I expected: a capital call calendar and a DocuSign integration are in the product. So scope this after a demo, not before one.
What is left is the part shaped like EQV. Which entity is funding, out of which account, approved by whom, filed where, and surfaced to the person who has to move on it inside the tool they already have open rather than a portal they have to remember to visit.
This is the phase with real money in it, because Operational Services is a line you bill for. Automation there expands margin on revenue you already book rather than trimming overhead, and it raises how many private-markets relationships one senior person can carry. That is your growth question answered in the one place it compounds.
The rule here is narrower than most people assume, and narrower than the compliance perspective assumed before it went and read the adopting release. That revision is in the transcript below, kept rather than tidied away, because the reasoning is the useful part.
A podcast aimed at recruiting advisors is not automatically an advertisement. The Marketing Rule's first prong reaches communications offering advisory services with regard to securities to prospective clients or private fund investors, and the Commission was asked to extend it to services unrelated to securities and declined. Recruitment is not that.
The exemption is fragile though. The moment an episode discusses how you invest, references results, or sits on your website next to a Contact Us button, it is offering advisory services and it is an advertisement. And pre-recorded podcasts get no shelter from the exclusion for live extemporaneous speech, which covers exactly the sort of thing you'd say on a stage and not the thing you'd publish weekly. Add a guest saying EQV is a good place to land and you are in testimonial territory with disclosure obligations.
Which makes this a design problem, not a legal fight. Retention and a review gate in the pipeline from episode one costs almost nothing. Retrofitted at episode fourteen it is a remediation project. Same work, opposite outcome, entirely a function of ordering.
Pooling and cleaning was hard when retrieval was hard. Retrieval is now a documented endpoint at both of your vendors. The lake is a quarter of work and a permanent dependency standing in for REST calls you are already entitled to make.
Two reasons now. I built these, for clients and for myself, and watched them go unread. And Envestnet has just committed to next-best-action intelligence inside the platform your advisors are already in. Wait, see what ships this fall, and put budget against what it misses.
The best idea you had at that table, and still not first. It is a research instrument, and research instruments earn budget after the operating floor is solid. Worth noting your CFA charter makes you unusually able to judge whether its output is any good, which is the thing most firms buying this cannot do.
At roughly $107M and fee-only, a $15,000 commitment before a deliverable is a meaningful slice of a year-one budget, and the version where the tools leave when you stop paying puts a supervisory process behind a vendor's invoice. That is a business continuity and vendor concentration exposure, in a year the SEC has said it is looking at vendor oversight.
04 / How this was produced
This is the method I described over lunch. The transcript is real and lightly trimmed for length only. It is here because the disagreements are worth more to you than the conclusion, and because two of these arguments cost me money.
Dana Whitfield
RIA chief compliance officer, former examiner
Nothing ships that writes to a system of record.
Ray Okafor
COO, $2B independent RIA
Find out what he already owns before quoting him.
Elena Brandt
WealthTech analyst, build versus buy
Three of these four phases are procurement.
Priya Raman
Buyer's advocate, standing in for the partners
Prove one workflow or don't spend.
Marcus Vance
Distribution and audience strategy
Recruitment beats efficiency by an order of magnitude.
Sam Iyer
Platform engineer, agent harnesses
Check the premise before you architect around it.
Sam Iyer · opening
I was told Tamarac has no API, so I went and looked, because that claim is almost never true and it is expensive when it's wrong. Envestnet publishes a Batch API that queues a saved report template, exposes a status endpoint and returns a presigned download. That is the entire morning routine, already specified by the vendor. Wealthbox isn't locked down either. Full read and write REST, public docs, about a request per second.
So this is a credentialing problem, not an engineering one. Build against the API, hold browser automation in reserve for the case where procurement stalls, and never let the reserve quietly become the plan.
Ray Okafor · going further, unhelpfully
Iyer didn't go far enough and I'm about to cost this engagement money.
He owns Advisor Rebalancing. Read the product literature. Daily portfolio monitoring across all accounts and households for custom criteria, explicitly including accounts drifted outside target allocation and accounts holding too little cash, plus cash reserve tolerance bands. Four of his five morning checks are a configuration exercise in a module he is already paying for.
Nobody should quote this man a drift monitor. Somebody should sit with him for an hour and show him the screens. If that ends the engagement, it ends the engagement.
Elena Brandt · making it worse
It gets worse for whoever wants to bill him. Envestnet announced a $35 million surge into Tamarac on September the third, 2.5x the prior spend, inside a five-year billion-dollar commitment, explicitly aimed at AI in the workflows advisors already use, with decision intelligence for next-best actions and agents. AI Report Studio is in beta signup with general availability this fall.
His advisor daily sheet is his vendor's published roadmap. And on alts, Canoe already ingests capital calls and PCAP statements from thousands of GP portals and integrates with Tamarac by name, with Bloomberg acquiring them. Arch does the RIA-scale version and has shipped a capital call calendar and DocuSign integration, which is most of what anyone would propose building for him.
Add it up. The data lake is unnecessary, the drift monitor is configuration, the daily sheet is on the roadmap, and the alts pipeline is a subscription. There is a real engagement in here but it is a quarter the size of what he is being pitched.
Priya Raman · taking the win
Then say that to him, in that order, before asking for a dollar. He has two partners who did not sit at that lunch. The proposal that survives that room is not the one with the best demo, it's the one where the consultant opened by telling him what not to buy.
And do not discount the session. Free advice from a vendor is a sales call, and he knows it. The fact that he paid for the hour is what makes “four of these six findings say spend less” land as advice instead of a close. Charge the list price, credit it against the build, and let the credit do the reassuring.
Marcus Vance · objecting to all of it
You have collectively optimised him into a rounding error. Congratulations, his morning is twenty minutes shorter.
He said audience is the new capital and he wants Chopwood to recruit advisors into EQV. Minimum account is five million dollars. One advisor joining with a modest book moves this firm's AUM by more than every efficiency gain on this page combined, and it compounds every year after. Operations is hygiene. Distribution is the asset. Lead with the podcast.
Dana Whitfield · to Marcus, and then correcting herself
My first instinct was that Chopwood is plainly advertising and I want to walk part of that back, because the rule is narrower than I said.
The Marketing Rule's first prong reaches communications offering advisory services with regard to securities to prospective clients or private fund investors. The Commission was asked to extend it to services unrelated to securities and declined. A show genuinely aimed at recruiting advisors is not offering advisory services to clients, so it is not automatically an advertisement.
What I will not walk back is how thin that is. It survives only while no episode discusses how the firm invests, references results, or sits on the website beside an invitation to become a client. And the exclusion for live extemporaneous oral communications does not reach pre-recorded podcasts, which is precisely what this is. One guest calling EQV a good place to land is a testimonial with disclosure obligations attached.
So build it. Build it with retention and a review gate from episode one, because the cost of that at episode one is nearly zero and at episode fourteen it is a remediation project.
Correction, kept in deliberately
The compliance perspective's first position was that Chopwood is straightforwardly advertising. It researched further and narrowed the claim. Both versions are left in the transcript rather than tidying to the final answer.
Nothing here is legal or compliance advice or a substitute for EQV's own counsel. It is a flag raised because it is cheap to design around now and expensive to remediate later.
Dana Whitfield · on the four proposals
One more, and it is the part nobody has told him. The Reg S-P amendments compliance date for smaller advisers was June the third this year. He is past it, not approaching it, and at $107M he is squarely in that group.
The rule requires service provider oversight through due diligence and monitoring, and an expectation that a provider notifies the firm within seventy-two hours of detecting a breach of customer information. Every one of these four AI firms is a service provider under that rule the moment it touches client data. The SEC named Reg S-P, vendor oversight and never-examined advisers in its FY2026 priorities. He registered in 2025.
So the offer where the tools vanish if he stops paying is not merely a bad commercial term. It puts a supervisory process behind a third party's invoice and gives him no good answer to a question an examiner is now likely to ask him personally, as the CCO.
Elena Brandt · on what survives
If everything is bought, what is anyone selling. Fair question and it has an answer.
Envestnet builds inside Tamarac. Canoe builds inside alts documents. Wealthbox builds inside the CRM. Not one of them has a commercial reason to build the handoff between them, because that handoff is shaped like this specific firm. The industry pattern is consistent: the platforms handle detection and execution well, and what firms lack is the orchestration that routes the alert, documents the rationale, and triggers the downstream CRM and compliance action.
That is the durable engagement. It is unglamorous, it is not a product, and it does not get obsoleted by a vendor roadmap.
Judge · ruling
Okafor and Brandt carry this, against the interest of the person paying for the analysis, which is the strongest signal in the room. The first deliverable is a paid working session at list price, and it will probably shrink the engagement that follows.
Iyer's correction stands and moves the constraint from engineering to procurement. Raman is right that the sequence matters more than the content, because the partner meeting is the real gate. Whitfield's Reg S-P finding is the most urgent item on this page and is not about AI at all.
Vance loses on order and wins on ceiling. Chopwood is the largest prize discussed and it is third, because the session and the seam cost weeks while the podcast costs a habit, and habits fail when they are started during an operations overhaul.
Recommended first step
An hour in Advisor Rebalancing, three phone calls, and a plan in 48 hours.
05 / Terms
Discovery Session
$2,500In person at your office, or $1,500 by call. A written, prioritised action plan inside 48 hours. Credited in full against the build if you go ahead.
The build, if there is one
$25,000The seam, built and documented. Scoped from what the session finds rather than a phase list written before I looked, and fixed before any work starts. Your Discovery fee comes off it.
Fractional AI Partner
$5,000 / monthMonth to month, no minimum, only if you want it after the build. Leave whenever it stops earning its keep and everything built keeps running.
Ownership
Yours, permanentlyCode, prompts, configuration, documentation, in your environment under your credentials. Nothing is ever withdrawn, including if you stop paying me.
Two things stated plainly rather than discovered later. Patterns I develop do travel to other engagements; your data, your configuration and your instance do not. And I will give you Reg S-P incident response terms in writing before you sign anything, because you should be asking that of all four of us and I'd rather be the one who offered first.
07 / Check it yourself
You are a CFA, a CFP and your own Chief Compliance Officer. You are going to verify this, so here is the shortest path to doing that. One caveat marked honestly: the Advisor Rebalancing finding comes from Tamarac's published product material, not from inside your instance. That is the one item on this page that is inference rather than fact, and confirming it is the first hour of the session.
08
Four of the six findings above argue for spending less money, and two of them argue against hiring me for work I'd have happily quoted. That is deliberate. You are a CFA, a CFP and your own Chief Compliance Officer, which means you will check everything on this page, and anything that did not survive checking would cost me more than the engagement is worth.
If the session ends this, it ends it on true information and you are better off, and the fee was less than one of your smaller quarterly invoices. If it doesn't, you'll know exactly what you're buying and so will Rob and Larry. Either way, do the Reg S-P item this month.