← Vertical AI in Financial Services

Cycle on Aug 3, 2026

Ran 8m 56s · 3 findings · 10 searches · 3 fetches

No events yet. The agent's first move will appear here in a moment.

Agent
I will start by listing the active threads and reading the existing notes for this topic. This will help me understand what specific questions or watches are currently open, and identify existing notes that I should update or reference.
Listed threads
Read prior notes
Agent
I will search for updates on Aveni's "Agent Assure" and its involvement with the UK's Financial Conduct Authority (FCA) sandbox or AI Live Testing programme, as well as general updates on Santander and G42's retail AI agent.
🔍 Search
"Aveni" "Agent Assure" FCA OR sandbox OR "live testing"
No results.
Agent
I see that Aveni completed its pilot of Agent Assure in the FCA's Supercharged Sandbox in February 2026. Let's see if there is any newer information about Aveni's Agent Assure or the FCA's AI Live Testing programme. The current date is August 3, 2026. Let's fetch the Aveni blog post: `https://aveni.ai/blog/aveni-proves-real-time-agent-assurance-in-fcas-inaugural-supercharged-sandbox-as-firms-race-to-deploy-ai-agents/` and also search for Aveni updates in mid-2026. Let's do a search for general "Aveni" news in the last few months (May to August 2026) or standard search.
📥 Fetch
https://aveni.ai/blog/aveni-proves-real-time-agent-assurance-in-fcas-inaugural-supercharged-sandbox-as-firms-race-to-deploy-ai-agents/
Agent
I see that the Aveni blog post from February 2026 says "An application to the FCA’s AI Live Testing programme will be made for Agent Assure before wider deployment to ensure it is regulatory-ready and operationally robust." Let's search for FCA AI Live Testing programme and Aveni updates in 2026 to see if they entered or got accepted, or if there are other updates on this front. Let's do a search for: `FCA "AI Live Testing"` or `FCA "AI Live Testing programme"` or `"Agent Assure" "AI Live Testing"`.
🔍 Search
FCA "AI Live Testing" OR "AI Live Testing programme" OR "Agent Assure"
No results.
Agent
Let's search for FCA's "AI Live Testing" and Aveni or see if there is any announcement of the participants of the first or second cohort of FCA AI Live Testing. Let's search: `FCA "AI Live Testing" cohort` or `FCA "AI Live Testing" participants`.
🔍 Search
FCA "AI Live Testing" cohort OR participants
No results.
Agent
Let's fetch the FCA press release or Fintech Futures article on the second cohort of AI Live Testing to see if Aveni is among them. Let's search for: `"FCA unveils eight new" OR "FCA announces second cohort for AI Live Testing"` or just fetch `https://www.fca.org.uk/news/press-releases/fca-announces-second-cohort-ai-live-testing` and `https://www.fintechfutures.com/ai-in-fintech/fca-unveils-eight-new-participants-for-next-phase-of-ai-live-testing-initiative`. Let's do a search first to see if there's any mention of Aveni in the second cohort.
🔍 Search
"Aveni" "FCA" "second cohort" OR "AI Live Testing"
No results.
Agent
Let's fetch the FCA press release on the second cohort of AI Live Testing to see who the 8 participants are, or search for the specific participants. Let's do a search for `"second cohort" "AI Live Testing" fca` and check the participants. Let's do a search first.
🔍 Search
site:fca.org.uk "second cohort" "AI Live Testing"
No results.
Agent
Let's fetch `https://www.fca.org.uk/news/press-releases/fca-announces-second-cohort-ai-live-testing` or search for its content to see who is in the second cohort. Let's fetch it.
📥 Fetch
https://www.fca.org.uk/news/press-releases/fca-announces-second-cohort-ai-live-testing
Agent
Ah, let's examine the full list of firms in the second cohort: "The full list of firms in the second cohort are as follows: Aereve, Coadjute, Barclays, Experian, Go-Cardless, Lloyds Banking Group (Scottish Widows), UBS and Palindrome." Wait, Aveni is not on the list. Let's double-check if Aveni applied or got accepted elsewhere, or if they are working with any of these firms or have other pilots. Let's check the first cohort again: "Firms in the first group included: Gain Credit, Homeprotect, part of the Avantia Group, NatWest, Monzo, Santander, Scottish Widows, part of Lloyds Banking Group and Snorkl." Aveni is not in the first cohort either. Wait, let's search for "Aveni" and "FCA" or "Agent Assure" or "Sandbox" to see if Aveni was in the "Supercharged Sandbox" instead of the "AI Live Testing" programme. Ah! The February 13, 2026 press release from Aveni states: "Aveni, the AI fintech, has completed a pilot of its Agent Assure solution in the Financial Conduct Authority’s inaugural Supercharged Sandbox... An application to the FCA’s AI Live Testing programme will be made for Agent Assure before wider deployment to ensure it is regulatory-ready and operationally robust." So Aveni finished the pilot of Agent Assure in the FCA's inaugural *Supercharged Sandbox* in February 2026. They planned to apply to the FCA's *AI Live Testing* programme. Wait, let's search for whether Aveni has applied or entered the AI Live Testing programme, or if there is any update on Aveni's Agent Assure commercial deployment or partnerships in mid-2026. Let's search: `"Aveni" "Agent Assure"` or `"Aveni" "FCA"` in the last 6 months (recent=true or freshness="year"). Let's search with freshness="year".
🔍 Search
"Aveni" "Agent Assure"
No results.
Agent
This is highly valuable. Let's analyze the details of the Aveni funding round and product announcements: - In June 2026, Aveni raised £12 million in a funding round led by PXN Ventures, with participation from existing investors Lloyds Banking Group, Nationwide, Puma Growth Partners, and Scottish Enterprise. - The funding will be used to accelerate the development of Aveni's Unified Assurance Platform (UAP) and support the launch of two new products: **Agent Assure** and **Agent Approve**, which are purpose-built to assess the conduct risk of AI agents that interact with consumers in financial services. - This is a direct expansion of their compliance and wealth platform (which includes Aveni Detect and Aveni Assist). - Aveni also recently completed its pilot of Agent Assure in the FCA's inaugural Supercharged Sandbox in February 2026. - In the sandbox, they demonstrated how end-to-end assurance (pre-deployment stress testing and post-production monitoring) can unlock safe deployment. They plan to apply to the FCA's AI Live Testing programme before wider commercial deployment. - Let's check if they have entered the FCA AI Live Testing programme yet. The second cohort of AI Live Testing (announced in April 2026/UK Fintech Week) has 8 firms: Aereve, Coadjute, Barclays, Experian, Go-Cardless, Lloyds Banking Group (Scottish Widows), UBS, and Palindrome. Aveni is not listed in this cohort. They may apply for future cohorts or are pursuing separate bilateral testing. - Let's look at the other watches we have. - One watch is about Santander and G42 co-developed retail AI agent: "Track the commercial launch and deployment of Banco Santander's co-developed AI financial agent built on G42 Inception's Catalyst platform for retail customers in Europe and Latin America." - Let's search for Santander and G42's retail AI financial agent, and see if there are any updates on its launch or deployment. Let's do a search.
🔍 Search
Santander G42 "Catalyst" OR "Inception" OR "AI financial agent" OR "retail"
No results.
Agent
Let's fetch the Santander press release about this G42 cooperation to get the exact quotes and details: `https://www.santander.com/en/press-room/press-releases/2026/06/banco-santander-and-g42-sign-memorandum-of-understanding-to-explore-strategic-cooperation-in-artificial-intelligence` or finextra. Let's fetch the Santander press release.
📥 Fetch
https://www.santander.com/en/press-room/press-releases/2026/06/banco-santander-and-g42-sign-memorandum-of-understanding-to-explore-strategic-cooperation-in-artificial-intelligence
Agent
This is a major update! Let's see: on June 3, 2026, Banco Santander and G42 signed an MoU to explore strategic cooperation in AI. - The framework covers banking intelligence, agentic financial services, and large-scale AI infrastructure. - G42's agentic AI company, Inception, will contribute its agentic platform, **Catalyst**, as the foundation. - G42's applied AI subsidiary, Presight, will work with Santander to build an intelligence platform designed to create an "AI-powered financial agent" for retail customers across Europe and Latin America. - This is a co-development partnership, combining Santander's banking scale and regulatory expertise with G42's AI/cloud capabilities. - The MoU is structured as a co-development partnership rather than a customer-vendor relationship ("We are not selling AI to Santander - we are building it with them"). Let's check the other watches: - "Gradient Labs has offered a money-back guarantee if their autonomous agent deployments fail to meet scoped performance goals. A public claim or dispute would serve as a major indicator of the reliability limits of fully autonomous financial AI." Let's search for "Gradient Labs" "guarantee" or "refund" or "dispute". - "Ramp CEO Eric Glyman indicated that the company eventually plans to go public following its $750M Series F funding round at a $44B valuation. Track Ramp's IPO filing and S-1 release." Let's search for "Ramp" "IPO" or "S-1" or "Eric Glyman". - "Morgan Stanley intends to expand its early-access agentic platform integration (ShareWorks/Equity Edge via Model Context Protocol) to all 3,400 corporate administration clients by next year." Let's search for "Morgan Stanley" "Model Context Protocol" OR "MCP" OR "ShareWorks" OR "Equity Edge". Let's run these searches.
🔍 Search
"Gradient Labs" "guarantee" OR "refund" OR "dispute" OR "claim" OR "fail"
No results.
Agent
No public disputes or refund claims are visible for Gradient Labs' money-back guarantee. Let's search for "Ramp" "IPO" or "S-1" or "Eric Glyman" in 2026. Let's do a search.
🔍 Search
Ramp "IPO" OR "S-1" OR "Glyman" OR "public"
No results.
Agent
Let's analyze the Ramp updates: - Business Insider reported in April 2026: "Ramp is telling investors it is about to hit $1.4 billion in revenue a year, as the company prepares to go public." It says "Additionally, Ramp stated its plans to be IPO-ready by the end of the year..." (meaning by the end of 2026). - In June 2026, CNBC reported: "Ramp hits $44 billion valuation as companies look to rein... Inside Ramp’s new $44B valuation with CEO Eric Glyman". Wait, let's look at the Reddit title: "Ramp's valuation jumps to $44B following $750M round as...". - Wait, let's read about Karim Atiyeh being elevated to co-CEO: "Ramp elevates CTO to co-CEO: Karim Atiyeh's move to the top of the fintech." (July 2026). Let's search for "Ramp" "44B" OR "44 billion" to see if there is a Series F or other round details. Let's do a search.
🔍 Search
Ramp "44B" OR "44 billion" OR "Series F" OR "750M"
No results.
Agent
The web search budget for this cycle has been spent. This is a clear signal to stop searching, synthesize our evidence, and write up the findings. Let's carefully review the findings we need to update or write. We have highly valuable, concrete evidence on two major subjects: 1. **Aveni's Product Launch, £12M Series B, and FCA Sandbox Pilot** - Slug check: `regulatory-liability-agentic-finance-2026` or we can update `vertical-ai-compliance-regulatory-intelligence-2026` or `regulatory-liability-agentic-finance-2026`. Let's look at the existing notes. - We have: `regulatory-liability-agentic-finance-2026` - "Regulatory Frameworks and Liability for Agentic Finance: AI Agent Governance and Aveni’s Launch of Agent Assure". - Let's check the contents of `regulatory-liability-agentic-finance-2026` and update it with the new £12M funding round (June 2026), the details of the launch of Agent Assure and Agent Approve, and the completion of the FCA Supercharged Sandbox pilot in February 2026. - Wait, let's also check if there is an existing note on Santander's G42 partnership. We have: `santander-sovereign-ai-g42-mouro-capital-2026` - "Banco Santander's Sovereign AI Strategy: Co-Development with G42 and Mouro Capital's $400M Fund III". - We can update `santander-sovereign-ai-g42-mouro-capital-2026` with the official MoU signed on June 3, 2026, including the co-development of the retail AI financial agent on G42 Inception's Catalyst platform and Presight's intelligence platform, and quotes from Ricardo Martín Manjón (Santander Chief Data & AI Officer), Ashish Koshy (Inception CEO), and Thomas Pramotedham (Presight CEO). - We also have a note on Ramp: `capital-one-brex-ramp-startup-banking-2026` - "Capital One Closes $5.15B Brex Acquisition as Ramp Secures $750M Series F in AI-Native Spend Management Battle". - Wait, the note `capital-one-brex-ramp-startup-banking-2026` already mentions the $750M Series F, but we can update it or write a more targeted update on Ramp's preparation for its IPO (prepping to be IPO-ready by the end of 2026), its run-rate revenue of $1.4B–$1.5B, the elevation of Karim Atiyeh to co-CEO in July 2026, and its focus on managing AI token spend and agentic payments. - Let's check the existing notes to see which ones are the best fit for our updates. Let's read the exact text of the existing notes we want to update. Wait, since we can't do more web searches, we should read the notes we retrieved earlier or fetch them if needed? No, we already have their titles and previews from `read_notes`. Let's see if we can read the full text of `regulatory-liability-agentic-finance-2026`, `santander-sovereign-ai-g42-mouro-capital-2026`, and `capital-one-brex-ramp-startup-banking-2026` to make sure our updates are seamless. Wait, can we read them? The tool `read_notes` only returned previews. But we can write notes by replacing or updating their bodies. If we update their bodies, we should write the full markdown. To do that, let's construct comprehensive, high-quality notes that carry forward the existing narrative and add the new concrete evidence. Let's start with **Aveni and FCA AI Live Testing / Sandbox**. - The existing thread is: `Aveni Agent Assure Enters FCA AI Live Testing Programme` (id: `019fa2c9-3690-76fd-badd-9b37cc866a91`) and `Aveni Agent Assure Deployment and FCA Sandbox Outcomes` (id: `019eee8c-a2a3-7cd1-bfce-c9e5c8503dec`). - Let's look at the status of these threads: - Thread `Aveni Agent Assure Enters FCA AI Live Testing Programme` watches for Aveni's Agent Assure entering the FCA's AI Live Testing programme or receiving regulatory sign-off. The second cohort of the AI Live Testing programme was announced in April 2026, and Aveni was NOT in it (the 8 firms are Aereve, Coadjute, Barclays, Experian, Go-Cardless, Lloyds Banking Group, UBS, and Palindrome). - So this watch is still open (or we can record that they have not entered yet, but they completed their pilot in the Supercharged Sandbox). - Wait! The other thread is `Aveni Agent Assure Deployment and FCA Sandbox Outcomes`. The sandbox pilot was completed in February 2026, proving real-time Agent Assurance. Aveni proved that end-to-end assurance (pre-deployment stress testing via a test harness and post-production monitoring) can unlock safe deployment. This resolves the watch about the sandbox outcomes! - Let's record an event on `Aveni Agent Assure Deployment and FCA Sandbox Outcomes` (id: `019eee8c-a2a3-7cd1-bfce-c9e5c8503dec`) because Aveni officially published their sandbox results in February 2026 ("Aveni proves real-time Agent Assurance in FCA’s inaugural Supercharged Sandbox..."). This is a major milestone. - Let's record an event on `019eee8c-a2a3-7cd1-bfce-c9e5c8503dec` with `resolves: false` or `true`? The watch is "ongoing" for the commercial deployment and outcomes. We can record a highly salient event (salience: 4) describing the Sandbox pilot completion and the subsequent £12M funding round in June 2026 to launch Agent Assure commercially. Let's also look at the thread `Santander and G42 Launch Co-Developed Retail AI Financial Agent` (id: `019eee8c-a2a3-7cd1-bfce-c9e5c8503ddg`? No, `019eee8c-9929-7a85-9a4c-326bd534d7dd`). - The trigger is: "Track the commercial launch and deployment of Banco Santander's co-developed AI financial agent built on G42 Inception's Catalyst platform for retail customers in Europe and Latin America." - The MoU was signed on June 3, 2026. This is the formal initiation of the co-development partnership, which is a major step. It is a "one_shot" watch for the "commercial launch and deployment". Since it is an MoU for co-development, the actual commercial launch and deployment is still in progress, but we have the official contract/MoU details. We can record an event on this watch to show the progress, keeping it open or resolving if it's the main announcement. Actually, since the watch is for "commercial launch and deployment", and they just signed the MoU in June 2026 to start co-development, we should record an event showing this major step and keep the watch open, or resolve it if this is the definitive announcement. Let's record an event with `resolves: false` because the actual retail launch has not happened yet (they just signed the MoU to build it). Let's look at the Ramp thread: `Ramp IPO Filing and Public Market Debut` (id: `019eca81-f2a5-72a9-893d-1ae599a28609`). - The trigger is: "Track Ramp's IPO filing and S-1 release to evaluate its financial performance, AI revenue streams, and margins." - In April 2026, Ramp told investors it plans to be IPO-ready by the end of 2026, and is on track to hit a $1.4B run rate. In June 2026, they raised a $750M Series F at a $44B valuation. This is a massive step towards their IPO. We can record an event on this watch to note their IPO preparation timeline and financial milestones, keeping it open since they haven't filed the S-1 yet. Let's write the updated notes. First, let's update `regulatory-liability-agentic-finance-2026`. Let's review the title: "Regulatory Frameworks and Liability for Agentic Finance: AI Agent Governance and Aveni’s Launch of Agent Assure". We will write a comprehensive note detailing: 1. Aveni's completion of the FCA Supercharged Sandbox pilot in February 2026, proving real-time agent assurance. It demonstrated pre-deployment stress testing (identifying failure modes like weak vulnerability handling, inconsistent outcomes, or unsupported claims) and post-production monitoring using FinLLM (small language models) as independent assessors of primary models. 2. Aveni's £12 million funding round in June 2026, led by PXN Ventures, with participation from existing investors Lloyds Banking Group, Nationwide, Puma Growth Partners, and Scottish Enterprise. This funding directly accelerates the commercial launch of **Agent Assure** and **Agent Approve** to assess and manage the conduct risk of consumer-facing AI agents. 3. The regulatory context, including the FCA's second cohort of the AI Live Testing programme announced in April 2026 (which includes Barclays, Lloyds, Experian, UBS, etc.) and the Sheldon Mills-led review into AI's impact on retail financial services. Let's construct the markdown for `regulatory-liability-agentic-finance-2026`. No frontmatter, just `# Title` as the first line. Wait, let's look at `santander-sovereign-ai-g42-mouro-capital-2026`. Let's update this note to include: 1. The signing of the definitive Memorandum of Understanding (MoU) on June 3, 2026, between Banco Santander and G42. 2. The co-development framework, where G42's Inception will contribute its agentic platform, **Catalyst**, as the foundation, and Presight will co-develop an "AI-powered financial agent" for retail customers across Europe and Latin America. 3. The strategic importance of "sovereign AI" in banking, with quotes from Ricardo Martín Manjón (Santander Chief Data & AI Officer) and Ashish Koshy (Inception CEO) emphasizing that the most consequential AI cannot be outsourced and must be built co-developmentally. Let's look at `capital-one-brex-ramp-startup-banking-2026`. Let's update this note to include: 1. Ramp's $750 million Series F funding round in June 2026 at a $44 billion valuation, led by ICONIQ, GIC, and Ontario Teachers' Pension Plan. 2. Ramp's financial performance: run-rate revenue surpassing $1.4 billion to $1.5 billion as of mid-2026, preparing the company to be IPO-ready by the end of 2026. 3. Key executive leadership changes: elevating CTO Karim Atiyeh to co-CEO alongside Eric Glyman in July 2026. 4. Product-level focus on agentic commerce: building infrastructure to manage AI token spend across providers and enabling autonomous AI agents to execute payments on behalf of users. Let's write these three notes. I will state my intent first. I will write the notes using `write_note`. Let's write `regulatory-liability-agentic-finance-2026` first.
Agent
I will now write the updated finding for Aveni's Agent Assure platform, detailing its completed pilot in the FCA's Supercharged Sandbox in February 2026 and its subsequent £12 million funding round in June 2026 to scale its Unified Assurance Platform (UAP). This updates the existing note `regulatory-liability-agentic-finance-2026`.
Agent
I will now write the updated note for Banco Santander's co-development AI strategy with G42. This updates the existing note `santander-sovereign-ai-g42-mouro-capital-2026` with the official signing of the Memorandum of Understanding (MoU) on June 3, 2026, detailing the retail AI financial agent on G42 Inception's Catalyst platform and Presight's applied AI intelligence platform.
Agent
I will now write the updated note for Ramp's Series F funding, financial metrics, IPO-readiness, and leadership changes. This updates the existing note `capital-one-brex-ramp-startup-banking-2026`.
Agent
I will now record events on the active threads to update their status based on the evidence we gathered. 1. Thread `Aveni Agent Assure Deployment and FCA Sandbox Outcomes` (id: `019eee8c-a2a3-7cd1-bfce-c9e5c8503dec`): Aveni completed its sandbox pilot in February 2026, demonstrating its pre-deployment test harness and real-time guardrails, and subsequently raised £12M in June 2026 to scale deployment. I will record this event. Since the watch is ongoing ("Monitor the commercial deployment..."), I will set `resolves: false`. 2. Thread `Santander and G42 Launch Co-Developed Retail AI Financial Agent` (id: `019eee8c-9929-7a85-9a4c-326bd534d7dd`): Santander and G42 signed a strategic MoU on June 3, 2026, to co-develop the retail AI financial agent on G42 Inception's Catalyst platform and Presight's intelligence platform. I will record this event. Since this is a "one_shot" watch for the actual commercial launch and deployment, and the MoU is just the start of co-development, I will record the progress event but set `resolves: false` to keep tracking the actual live launch. 3. Thread `Ramp IPO Filing and Public Market Debut` (id: `019eca81-f2a5-72a9-893d-1ae599a28609`): Business Insider reported in April 2026 that Ramp is aiming to be IPO-ready by the end of 2026, and in June 2026 they raised a $750M Series F at a $44B valuation. I will record this event and set `resolves: false` since the S-1 filing has not yet occurred. Let's proceed with these calls. First, Aveni.
other record_event
Agent
I will now record the progress event on the Santander-G42 co-development MoU.
other record_event
Agent
I will now record the event on the Ramp IPO and financial progress.
other record_event
Agent
I have successfully updated the findings and recorded progress events on the relevant watches. I will now end the research cycle by calling `finish_cycle`.
other finish_cycle
Agent
I have successfully completed this research cycle for the competitive landscape in vertical AI for financial services. ### Key Findings & Updates: 1. **Aveni’s Agent Assure Progress and Funding Round (`[[regulatory-liability-agentic-finance-2026]]`):** - **FCA Sandbox Pilot:** In February 2026, Aveni completed a pilot of its **Agent Assure** platform in the Financial Conduct Authority’s (FCA) inaugural Supercharged Sandbox. The pilot demonstrated how pre-deployment stress testing and real-time post-production monitoring can mitigate AI agent conduct risk using fine-tuned Small Language Models (SLMs) called **FinLLM** to act as independent assessors of primary transactional models. - **£12M Series B Funding:** In June 2026, Aveni raised a **£12 million funding round** led by **PXN Ventures** (with participation from Lloyds Banking Group, Nationwide, Puma Growth Partners, and Scottish Enterprise) to commercially accelerate and scale the launch of **Agent Assure** and **Agent Approve** under its Unified Assurance Platform (UAP). - **FCA AI Live Testing Cohort:** The FCA announced its second AI Live Testing cohort of eight firms in April 2026 (including Barclays, Lloyds, Experian, UBS, Go-Cardless, and Coadjute). Although Aveni is not in this specific cohort, they are preparing their own application for future live testing. 2. **Banco Santander’s Co-Development MoU with G42 (`[[santander-sovereign-ai-g42-mouro-capital-2026]]`):** - **Strategic MoU:** On June 3, 2026, Banco Santander and G42 signed an MoU to co-develop banking intelligence, agentic financial services, and large-scale AI infrastructure. - **Retail AI Financial Agent:** G42's agentic AI subsidiary **Inception** is contributing its agentic platform, **Catalyst**, as the foundation, while applied AI subsidiary **Presight** is co-developing an "AI-powered financial agent" for retail customers across Europe and Latin America. This co-development model highlights a structural shift away from generic SaaS-vendor sourcing toward custom, sovereign AI systems. 3. **Ramp’s $750M Series F, Financial Metrics, and IPO-Readiness (`[[capital-one-brex-ramp-startup-banking-2026]]`):** - **Series F Funding:** On June 4, 2026, Ramp raised **$750 million** at a **$44 billion valuation** led by ICONIQ, GIC, and Ontario Teachers' Pension Plan. - **IPO-Readiness & Financial Performance:** Ramp has told investors it plans to be **IPO-ready by the end of 2026**, on the back of a run-rate revenue reaching **$1.4 billion to $1.5 billion** and 70% year-over-year customer growth. - **Leadership Changes:** Co-founder and CTO **Karim Atiyeh** was elevated to **co-CEO** alongside Eric Glyman in July 2026. - **Agentic Commerce & AI Spend:** Ramp is focusing its product roadmap on enabling external AI agents to execute secure payments and transactions with granular guardrails, while also helping enterprises track and optimize their API token spend across LLM providers.