AgentSmyth vs Reflexivity (2026)
AgentSmyth and Reflexivity both turn market data into investment analysis with agents, but AgentSmyth is built for the trading desk and Reflexivity for the research and allocation team, so the choice follows who will use it. AgentSmyth runs six specialist agents, Macro, Sentiment, Quant, Options, Earnings and Portfolio, and returns trade structures with entry, invalidation and sizing, with portfolio changes held for approval and low confidence answers routed to reviewers. Reflexivity, formerly Toggle AI, has its agents write and run code over a knowledge graph of securities and themes. It bundles market data from S&P Global, LSEG and Nasdaq with no separate contracts and powers Interactive Brokers' Investment Themes tool. AgentSmyth runs in a customer's VPC or on premises, while Reflexivity runs on dedicated private infrastructure without naming a host or region. Reflexivity states SOC 2 Type 2, and AgentSmyth claims no certification. Neither shows a track record for the ideas it produces.
- The users are traders. AgentSmyth's agents read options flow, skew and dealer positioning and return trade tickets with entry, invalidation and sizing for a person to act on.
- You want approval before anything changes. Portfolio and watchlist changes wait for the user, and low confidence answers go to reviewer queues.
- Your data cannot leave the building. AgentSmyth deploys in a customer's VPC over PrivateLink or on premises with Kubernetes, Helm and Terraform from signed images.
- You want to choose the models. Customers pick the models, and AgentSmyth enforces allow and deny rules by use case and region.
- You want the data bundled. Reflexivity includes market data from S&P Global, LSEG and Nasdaq with no separate data contracts.
- You want a named production deployment. Interactive Brokers' Investment Themes tool runs on Reflexivity's knowledge graph, and Reflexivity is available inside Microsoft 365 Copilot.
- Your security review needs SOC 2. Reflexivity states SOC 2 Type 2 with annual third party audits, where AgentSmyth claims no certification.
- Your team allocates rather than trades. Reflexivity's screening, scenario analysis, themes and alerts are built for asset managers, hedge funds and bank investment teams.
This comparison is published by AI FinTech Index, an independent research platform that publishes independent ratings of AI vendors for financial services. AgentSmyth and Reflexivity are each graded against the same capability taxonomy, from each vendor's own public materials and the regulatory record, under the AI FinTech Index verification standard. No vendor pays for placement, and no vendor has reviewed this page. How this evidence is graded
Plain facts
| AgentSmyth | Reflexivity | |
|---|---|---|
| Primary category | Capital Markets & Research AI | Capital Markets & Research AI |
| Founded | 2024 | 2019 |
| Headquarters | New York, New York, United States | New York, New York, United States |
| Website | agentsmyth.com | reflexivity.com |
Side by Side
Select any grade to read the note behind it.
| Axis | A AgentSmyth |
R Reflexivity |
|---|---|---|
| AI Centrality | ||
| Autonomy and Oversight Model | ||
| Model Risk Management and Transparency | ||
| Operational and Outcome Evidence | ||
| AI Safety and Data Stewardship | ||
| GLBA and Data Privacy Posture | ||
| Security Certifications and Trust Center | ||
| Regulatory Status and Licensure | ||
| AI Governance and Bias Disclosure | ||
| AI Liability and Recourse | ||
| Model Supply Chain Disclosure | ||
| Core Systems and Integration Depth | ||
| Deployment Model and Data Residency | ||
| Commercial Transparency | ||
| Institution and Segment Coverage |
The short version of each
AgentSmyth
AgentSmyth sells a Trading Harness for capital markets desks: six specialist agents that answer a question in parallel and reconcile into one cited view, from a pre market brief to a sized trade idea. Calculations run in code, recurring analysis becomes cards that rerun on fresh data, and portfolio or watchlist changes wait for approval. According to the AI FinTech Index, AgentSmyth runs as SaaS, in a customer's VPC or on premises from signed images, and passes no retention and no training flags to its model providers.
Source: AI FinTech Index, 2026
Reflexivity
Reflexivity, formerly Toggle AI, sells an investment analysis platform to asset managers, hedge funds and bank investment teams. Agents write and run code against a knowledge graph covering more than 40,000 securities in 47 markets, and market data from S&P Global, LSEG and Nasdaq comes bundled. It powers Interactive Brokers' Investment Themes tool, is available inside Microsoft 365 Copilot, and states SOC 2 Type 2.
Source: AI FinTech Index, 2026
Common questions
Is AgentSmyth or Reflexivity better for institutional investors?
AgentSmyth fits trading and sales desks that want sized trade ideas and approval controls, and firms that need on premises deployment. Reflexivity fits research and allocation teams that want bundled market data, theme and scenario analysis, and a SOC 2 report. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 10, 2026. No vendor pays for placement.
Do they show a track record?
No. Neither shows hit rates, back tests or live results for the ideas and signals its agents produce, so any comparison has to come from testing both on the firm's own universe. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 10, 2026. No vendor pays for placement.
Where does each run?
AgentSmyth runs as multi tenant or single tenant SaaS, in a customer's VPC or on premises. Reflexivity runs on dedicated private infrastructure air gapped from public AI models, without naming a host, region or residency commitment. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 10, 2026. No vendor pays for placement.
What regulatory status does each hold?
AgentSmyth's 2025 seed announcement described it as a registered investment adviser. The SEC now shows the adviser, AgentSmyth Advisors, as inactive, with its registration terminated in March 2026, and FINRA's BrokerCheck holds no broker dealer record for it. Reflexivity names no regulator or rule for the research it distributes, including through a retail broker. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 10, 2026. No vendor pays for placement.
Related comparisons
Other published head to head assessments involving these vendors or their closest peers. The full set for this category is on the Wealth & Advisory AI page.
AgentSmyth structures trades with sizing while its adviser registration is listed as inactive, and Reflexivity's analysis reaches retail clients through Interactive Brokers, so each sits near securities rules neither addresses. Neither shows a forecast track record. Reflexivity's privacy policy dates from 2022 and covers the earlier Toggle consumer product.