BlackRock Aladdin

The Clearwater shape at the largest scale this index has applied it to. Aladdin is a risk and portfolio management platform whose lineage runs back to the late 1980s, and eFront is a two decade old alternatives platform acquired in 2019. Strip the models and the whole thing remains: portfolio management, risk analytics, investment accounting, the servicer connectivity products, the private markets due diligence and monitoring suite, and the embedded market data.

The two generative products both arrived from 2023 and sit on top of that as an interface layer. C and built, on the same reasoning applied to the financial data major earlier in this sweep, and for the same reason: the artificial intelligence here is sold rather than merely used internally, which is the test that separates this from the internal copilot rejections.

Held at C deliberately and at real cost, because the material that would move it was not located on the vendor's own pages during this pass. What the vendor publishes is an outcome claim: the assistant is connective tissue across the platform that surfaces answers instantly to support business decisions. That names no control.

A third party summary of the technology partner's own blog attributes three specific constraints to the product, that it carries content filtering and parameters limiting hallucination and misinformation, that it will not provide investment advice or operate outside platform boundaries, and that it functions as an assistant answering questions rather than as an autonomous agent.

Those would likely move this grade to B or better, and a refusal to give any product the benefit of an unverified claim has to apply here as it did to smaller vendors. Banked check, cheap and specific: fetch the Aladdin Copilot solution page in full.

The constraint about not providing investment advice is worth confirming for a second reason, since it would be a published scope limit on what the model will not do, which is the shape recorded on the bank owned identity vendor earlier in this session.

Nothing published on the vendor's own pages giving accuracy, validation, benchmarking, monitoring or a drift policy for either generative product. Content filtering and parameters said to limit hallucination and misinformation are attributed to the product in a third party summary and are not credited under the source test, though they are noted alongside the same banked check recorded on the autonomy row.

The stakes are worth stating: these assistants answer questions about risk and portfolio exposure for institutions running trillions, and an answer that is confidently wrong about a position or an exposure is a different class of error from a wrong answer in a productivity tool.

No named client with a quantified outcome was located in this pass, which is what the A bar requires, and the installed base is described rather than enumerated. What lifts this above the usual self reported scale claim is provenance, and it is worth recording as a general point: the description of the technology business, its clients and its position appears in the company's own filings with a securities regulator, where statements carry legal liability that marketing copy does not.

This index normally has to discount vendor scale figures because nothing is at stake in publishing them. Here something is. Banked check that has moved four evidence grades in this sweep: a client stories library was not swept.

Earned on the vendor's own material and on three specific properties rather than a promise. The private markets assistant is stated to run on an isolated instance of the platform's own cloud hosted model service, so tenancy is addressed rather than assumed; the connection to that service is described as secured; and all personal information is stated to be filtered out before data reaches the model, which is a control at the boundary that matters rather than a policy about intentions.

Held off A against the reference bar set by the financial data major: there is no statement that client data never trains models, no enumeration of data sources, no retention or deletion terms, and no supplier posture beyond naming the host.

No processing terms, sub processor list, residency statement or privacy framework position located for the platform. The one specific privacy control found, filtering of personal information before data reaches the model, is a control at the model boundary and is recorded on the stewardship row rather than counted twice here.

No certification, attestation or trust portal located in the vendor's own swept material during this pass, so nothing is credited. This is recorded honestly as a probable research miss rather than a genuine absence, and it is among the most likely in the index to be one: a platform running investment and risk operations for insurers, banks and pension funds has been through every one of their vendor reviews. Banked check on the platform's own client documentation and procurement material.

The parent is among the most heavily supervised firms in finance, and none of that attaches to the graded product. This is the actuarial precedent applied at scale: supervisory status must attach to the thing being graded rather than to an adjacent business, which is how a broking group was held at C for licences covering broking rather than software.

Recorded as a real open question rather than a settled C, because this vendor is the best candidate the sweep has produced for the standing sub question left open by the bank service provider check: a firm that licenses software and also operates it as a hosted service for supervised institutions sits on the performing side of that line. Nothing was located either way, and it would move this grade.

Nothing published on fairness, performance variation or governance of outputs. Consumer protection exposure is indirect, since the users are investment professionals rather than individuals seeking a financial service, and the fairness question that would normally apply to a lending or identity model does not translate cleanly.

What does translate, and is unaddressed, is that an assistant which surfaces some exposures and not others, or summarises some research and not other research, is shaping what a professional managing other people's money notices.

No published allocation of responsibility for a wrong output and no route for any affected party, who here is the ultimate beneficiary of a pension or an insurance policy rather than the institution paying the licence fee. The reported constraint that the assistant will not give investment advice, if confirmed, would be a liability shaping boundary rather than a remedy, and it would follow the pattern already recorded twice in this session where a vendor's governance posture and its liability posture point in the same direction.

Above the silence that is normal here. The vendor names the cloud hosted model service behind the private markets assistant and states that it runs on an instance isolated to its own platform, and the technology partnership behind the flagship assistant is public and named. That tells a buyer where inference happens and whose infrastructure carries it.

Held off A against the bar set inside this same session: no model or model family is named, no version is given, nothing states whether the flagship assistant uses the same service as the private markets one, there is no selection mechanism exposed to the customer and no fallback arrangement described.

The platform is the system of record rather than something that integrates with one, which is the strongest form this axis takes. It carries portfolio management, risk, investment accounting and operations for the institutions that run on it, and the alternatives platform does the same for private markets.

Depth extends outward in the direction most vendors never reach: two separate provider products exist to bring asset servicers onto the same platform their manager and owner clients use, which addresses the reconciliation seam between an institution and its custodian rather than working around it. Market data from an acquired provider is embedded directly inside the private markets product rather than integrated at arm's length.

The platform is described as software as a service and the generative layer is stated to run on an isolated instance of a named cloud hosted model service, which is recorded on the stewardship and supply chain rows where it belongs. Nothing published on region, tenancy or where client data sits at rest for the platform itself. Deliberately not double counted: one architectural fact should move the axes it actually speaks to.

No price, tier, unit or pricing basis published for either platform. A nuance worth stating because it is easy to mistake for disclosure: the parent reports technology services revenue as a distinct line in its financial statements, so a reader can see the size of the business without learning anything about what the product costs. Revenue disclosure is not price disclosure.

Among the broadest in the index, and the description rests on the company's own securities filings rather than marketing. Buyers span asset managers, asset owners, insurers, wealth managers and asset servicers, reached globally and at both institutional and retail investor scale.

Asset coverage is the distinguishing part: public and private markets on one platform as a stated whole portfolio view, with the alternatives half addressed separately through its own products for both managers and their servicers. Insurers are called out as a segment in their own right on the grounds that they run public and private assets side by side. Two dedicated servicer products exist purely to connect the other side of the operational chain into the platform.