DwellFi
DwellFi runs AI agents for fund operations inside the customer's own cloud account. Fund administrators, private equity, hedge and private credit funds, asset managers, family offices and pension funds are the buyers.
The agents index a fund's documents and email, then write software for each fund's capital calls, NAV closes, reconciliations and investor reporting. Calculations compile to deterministic code and are cross checked across models from Anthropic, OpenAI and Google. Exceptions go to a human review queue.
TMF Group selected DwellFi as a strategic AI partner for fund services in April 2026. Deployment is single tenant on AWS, Google Cloud, Azure or Oracle, in a region set by contract. DwellFi states SOC 2 Type II and operates from Palo Alto, Piscataway and Dubai.
Capability Axes
Capability grades
15 of 15 axes rated · 12 graded A or B
An AI native file system indexes a fund's documents and email in place, AI tables structure them, and agents write custom workflows per fund that draft capital call notices and strike NAV against custodian feeds. The spreadsheets and headcount named as the status quo are what would remain without the models.
Results are cross checked across several frontier models before any number reaches a person, and exceptions and model disagreements go to a human review queue. A capital call agent hands drafted notices to that queue rather than sending them, and every action lands in an audit log that exports to security tools.
Calculations compile to deterministic code, so the same inputs give the same numbers, every figure ties back to its source document, and models are benchmarked on a continuous schedule. Accuracy figures, benchmark results and a model risk mapping are unpublished.
TMF Group chose the firm as a strategic AI partner for fund services in April 2026, quoting its global head of fund services, Aman Bahel. Funds served, assets administered and time saved are not given.
Each agent learns only from work for its own customer, with no shared datastore, and model providers may neither train on customer data nor keep the input after responding.
The June 2025 privacy policy reaches the agents, and the control plane sees only operational metadata while fund data, prompts and audit logs stay with the customer. Personal data retention is open ended, and no subprocessor list accompanies it.
SOC 2 Type II is stated in production, with the report and questionnaires in a Vanta trust center at trust.dwell.fi, released on request within one business day. Audit period and control plane scope are not shown.
Limited risk under the EU AI Act is the disclaimer's self classification, since the platform serves administrative functions rather than credit scoring or investment decisions, and outputs are declared not to be advice. No supervisory instrument for fund administration is named as a design target.
Bias in underlying data is acknowledged, and monitoring for performance, fairness and accuracy is claimed, with no method or result published. Its subjects are funds and calculations, so the surface is modest.
Warranties are all disclaimed in the AI disclaimer, outputs are called advisory, and liability for direct and consequential loss is excluded. Any misstated capital account or NAV filing therefore rests with the administrator.
Anthropic, OpenAI and Google are among five named providers in the model pool, with inference running against endpoints the customer controls. Every layer from parsing to reporting is described as the firm's own, with no vendor between it and fund data.
Access runs through an API, a command line or a Model Context Protocol server over the customer's existing ledger and CRM, and the product illustration shows BNY Mellon, Geneva and Investran as connected sources. Public API documentation and a marketplace listing are not published.
Single tenant deployment runs inside the customer's own AWS, Google Cloud or Azure account, among others, in a region it chooses and under its own keys, with cross region replication only on request. Residency is fixed by contract rather than by vendor default.
Charging per fund, per workflow or per entity administered is never stated, and buyers are routed to a tailored demo.
Fund operations teams, fund administrators and private equity sit among a long buyer list, with administrators an important channel since one deployment reaches many funds. Functions cover capital calls, NAV closes and investor reporting.
Compared With
Most editorial comparisons pair two vendors the index assesses as direct competitors for the same buyer. Some pair vendors that are adjacent rather than rival, where the useful question is where one ends and the other begins. Each carries a verdict, the buyer conditions that favor each vendor, and a graded side by side.
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The index publishes no overall score or ranking. See what we assess and the methodology.
Pricing
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