AI Agents Scan Every Account and Hand Advisors New Work

Vanilla, SS&C, and FinTurk rolled out AI agents on September 10 that scan client books and leave the call with the licensed advisor. Vanilla’s next VAI agents will scan an advisor’s entire book, not the largest 20 relationships, and preview that work at Future Proof Festival. Cerulli Associates, in a benchmark study with Vista Equity Partners, projects AI will rise from 8% to 15% of wealth-firm tech budgets in 2026.

The first job these tools take is finding the mess. The job they will not take is acting on it, and that is the part that still needs people.

Vanilla Will Scan the Whole Book, Not the Top 20

Vanilla, the estate planning platform for financial advisors, said VAI will now work as a set of specialized agents across the book. They read documents to onboard a household, help build the client profile, catch discrepancies as they show up, and flag planning work for the advisor to approve. The company will preview the tools at Future Proof, with general availability later in 2026.

Until now, a lot of estate work sat with the largest 20 relationships because those files paid for the hours. Vanilla is sending the agents after everyone else too. What comes back, the company said, is the work that changes a family outcome: an unfunded trust, a beneficiary form that no longer matches the household, insurance that falls short of estate tax exposure.

GAPS VAI IS BUILT TO SURFACE

• Unfunded trusts: Documents exist, but the assets were never retitled into them.
• Stale beneficiaries: Designations that no longer match the family the plan was written for.
• Insurance shortfalls: Coverage that does not meet the estate’s tax liability.
• Law and life changes: Shifts in a client’s facts, or in state and federal rules, that the file has not absorbed.

The extraction engine has already read and structured more than 60,000 estate documents and modeled more than 32,000 estates, Vanilla said, and those runs started before generative models were in the stack. VAI sits on that engine. The planning math stays fixed. The agents extend how far the software looks.

The Advisor Still Holds the License

Gene Farrell, Vanilla’s chief executive, is selling a coach, not a replacement. The agents catch what matters, show where value can be created this week, and hand back the reasoning so the advisor can walk into the room prepared. They do not close the loop.

We’re evolving the platform to be agentic so AI can do the work advisors actually need done. VAI will be a coach for the advisor, catching what matters across the whole book, showing them where they can create real value for a client this week, and handing back the reasoning so they can walk into the room looking like an expert. The advisor decides what to do about it, because they’re the one with the relationship and the license.

Gene Farrell, chief executive, Vanilla announcement

Vanilla said VAI does not advise clients directly and does not replace an attorney. Client-identifying data never reaches a language model, a posture the firm ties to a patent-protected de-identification method, and Vanilla does not use client data to train the underlying model. An in-house trust and estate team of 15 people, with more than 190 years of combined experience, still sits behind the software, including a concierge desk for the hard files. Co-founder Steve Lockshin built a large independent advisory firm on estate work before the product existed. Additional agents, the company said, will follow.

That design is the tell. If the model could safely fund the trust, rewrite the beneficiary form, and bind the extra insurance, the pitch would be fewer people. The pitch is a longer list of things a licensed person should look at.

Why SS&C Opened Black Diamond to Outside Models

SS&C Technologies put a Black Diamond MCP server on its wealth platform so advisors can pull account data into the AI system their firm already uses, rather than living inside SS&C’s own chat box. The rest of Black Diamond AI is Assist for in-platform help, Insights for auto summaries, and plain-English data queries, all sitting on SS&C’s AI Gateway. The company is selling the data path as hard as the bot.

Assist is the in-platform agent. It helps users move through Black Diamond, answer questions, and open workflows. Insights runs in the background and writes Relationship, Reports & Statements, Planning, and Trades Analysis summaries so someone does not have to hunt through screens for the same recap. A natural-language query layer lets staff ask about client and firm data in ordinary English. Governance runs through AI Gateway, SS&C’s oversight layer for security, transparency, and responsible-AI rules, and the suite is built to work with WorkHQ, the firm’s AI orchestration tool for advisors and operations teams.

The MCP piece is the one that changes who owns the conversation. Model Context Protocol is an protocol that connects models to tools and data sources over JSON-RPC, so a firm can point its chosen model at Black Diamond instead of copying numbers into a separate chat. Sean Hendler, director of performance reporting at HB Wealth, said the server “fits perfectly into our broader AI strategy, allowing advisors to seamlessly integrate quality Black Diamond data with information from other key sources.”

SS&C is a platform company. Opening the pipe is a bet that firms will keep Black Diamond as the system of record even when they pick someone else’s model as the front end. It is also an admission that a lot of the “agent” work will happen off SS&C’s glass.

FinTurk Wants Growth Without New Seats

FinTurk, an advisor-built CRM, launched two tools on the same day with a narrower target: portfolio construction and practice monitoring. Mitchell Bratina, the firm’s founder and chief executive and a CFA who used to work as an advisor, said the job is still “keeping track of what needs to happen next for every client, account and workflow.” He also said the company is “deploying AI solutions that can take appropriate action, rather than just advise.”

PortfolioSolver is the construction path. Advisors type constraints in their own words, realized-gain limits, cash needs, target allocations, names that should not be sold, and FinTurk turns that language into structured rules. The advisor approves the rules. A deterministic optimizer then builds a proposed set of trades against those rules, each trade carrying an explanation, and the constraints stay on the client record for the next rebalance. The model is not inventing the allocation. Fixed logic is.

Vigil is the always-on side. It watches connections, portfolios, accounts, tasks, and inboxes and raises items without being asked, including recurring checks.

WHAT VIGIL WATCHES WITHOUT BEING ASKED

• Broken pipes: Failed data syncs that would otherwise sit unnoticed.
• Cash lines: Thresholds that have been crossed in an account.
• Stalled work: Workflows that stopped moving, plus upcoming deadlines.
• Quiet inboxes: Client emails that still need a response.

The launch follows FinTurk’s CRM debut in May and FormFiller and CashSweep in July. That cadence already put the company on the September advisor-tech map for forms tools; Vigil and PortfolioSolver are a third 2026 drop, not a first appearance. Bratina said the CRM should help RIAs “operate more efficiently,” cut extra point tools, “serve more clients and increase revenue without adding headcount.”

THREE LAUNCHES, ONE HUMAN CHECKPOINT

Read across the row and the pattern is the same. Software finds, explains, and waits. FinTurk’s language is the most aggressive. Its optimizer still does not fire until a person signs the rules.

73% of RIAs Plan to Add Junior Advisors

That wait is why the headcount story does not match the vendor one. Cerulli and Vista surveyed 68 RIA firms between May and July, a group with about $1.2 trillion in assets and an average firm size of $18 billion, and ran more than 20 interviews with executives, technology leaders, and senior advisors, 59% of them in the C-suite. Over the next two years, 73% of those firms plan to add junior advisors, 67% want more client service associates, and 56% plan to hire senior advisors. The same study says AI’s share of the tech budget is on track to go from 8% to 15% in 2026.

WHAT THE CERULLI-VISTA STUDY FOUND

• Junior advisors: 73% of firms plan to add them over the next two years.
• Client service associates: 67% intend to hire into that seat.
• Senior advisors: 56% still plan to add experienced producers.
• AI budget share: From 8% of tech spend to 15% in 2026.

Cerulli’s own reading is that AI is raising advisor capacity and staffing at the same time. Firms say they can scale with the tools, then they still post the reqs. FinTurk is selling the opposite outcome, more revenue with the same roster. Both can sit in the market for a while. They cannot both be the end state for the same book of work.

AI Spend Is on Track for 15% of Tech Budgets

The 8% to 15% move is the check arriving before the receipt. F2 Strategy’s May 2026 survey, 40 RIAs, wealth firms, and broker-dealers representing $8.6 trillion, drawn from a 116-firm cohort worth $31 trillion, found spending on AI has jumped over three years and that firms still do not measure AI returns in a formal way. None of the bank and trust respondents had a measurement method. Doug Fritz, F2’s co-founder and executive chairman, said the firm is “seeing a very loose correlation in 2026 between firms’ spend on both AI technology and its tokens and a meaningful measurable value in a classic sense to the business.”

Most Firms Still Skip a Formal ROI Test

Among the few firms that do measure, 68% said they gained 25% more efficiency in targeted workflows. That is a real lift where someone bothered to look. It is also a small club. 64% of wealth firms in the F2 work, and 83% of bank and trust respondents, said they do not have a unified data layer to make AI projects function. F2’s write-up says firms are aiming at operational efficiency, advisor productivity, and headcount-neutral scale, and that private-equity owners and boards are pushing the spend even when the cost of tokens is still poorly understood.

Put the two studies next to the product drops and the second effect is sitting in plain view. Agents that watch every account will catch work that used to hide in the bottom of the book. Juniors and CSAs are the people who work that queue. The licensed advisor is still the person who decides. The software budget can double as a share of tech spend and the headcount line can still go up.

Estate Planning Gaps Become a Work Queue

Estate planning is the cleanest example because the missed work is already documented. Vanilla’s 2026 State of Estate Planning Report found 84% of respondents were comfortable with AI or automated software helping with parts of the process, and 28% of that group tied that comfort to professional oversight. Clients will accept the scan. They still want a person on the output.

Vanilla widened the pipe this year. In May it brought the platform to Carson Group’s network of more than 600 advisors. Carson, Vanilla said, manages more than $58 billion and serves more than 60,000 client families through 165-plus partner offices. A March deal added Worthy, an AI-native tax intelligence firm, as an integration partner. Those households were not all in the old “largest 20” bucket. If VAI now flags unfunded trusts and stale beneficiaries across that full roster, the meeting calendar fills from the inside, not from new prospects alone.

Some of that is revenue. An advisor who finally funds a trust or corrects a beneficiary form has done work the client will feel. Some of it is hours. Every flag still needs a call, a document, and often an attorney. Vanilla’s own concierge desk exists because the software is not the last step. Whole-book scanning does not delete estate work. It finds the estate work that was never staffed.

Huntington Beach Will See the VAI Preview

The three launches landed four days before Future Proof Festival, which runs September 14 through 17 in Huntington Beach on the boardwalk, with more than 5,000 advisors, operators, and vendors expected. Vanilla said advisors can preview the next VAI agents there. SS&C and FinTurk now have live talking points for the same stretch of sand.

HOW THE 2026 AGENT STACK GOT HERE

1. March 2026: Vanilla adds Worthy for AI-native tax intelligence.
2. May 2026: FinTurk ships its advisor-built CRM; Vanilla extends estate tools to Carson’s 600-plus advisors.
3. July 2026: FinTurk adds FormFiller and CashSweep.
4. September 10, 2026: Vanilla, SS&C, and FinTurk each put agent tools into the workflow, with VAI set for a festival preview and general availability later in 2026.

By the time those demos come down, the agents will be reading past the top 20 names. The flags they raise still need a person with a license, and the firms buying the tools have already said they plan to hire into that gap.