Early Access · Spartera Finestra

The independent record of what your AI agents did.

The agents built into your CRM, service desk and contact center each come from a different vendor. Each one logs in its own format, in its own cloud, and some exports only reach back a few days. Finestra pulls them, along with the agents you build yourself, into one standardized record you own: which agent, acting for whom, touched what data, and when.

  • Metadata only
  • Kept in your systems
  • Works across vendors
  • Records, never blocks
44-second walkthrough. Fictional company, vendors and data.

The problem

Every agent vendor keeps its own story.

When someone asks what an agent did, the answer is spread across consoles that don't agree with each other.

Where you have the least control

Agents embedded in vendor software

Agents inside your CRM, service desk or contact-center platform run in the vendor's cloud. What you can see depends on each vendor's logs: their format, their retention, their idea of an action. Finestra starts here.

Where you already have control

Agents you build or route yourself

Agents your team builds, or routes through your own gateway, can write to one record you own. Finestra puts them in the same record as your vendor agents.

Different formats

One vendor exports OpenTelemetry spans, another a trace, another a webhook. Each one defines an "action" its own way.

Logs that expire

Some vendor exports only reach back a few days. If nobody pulled the record in time, it's gone.

Broken handoffs

When one vendor's agent hands a customer to another's, the trail breaks between the two systems.

No proof it's complete

A vendor log can look complete and still miss a read. Nothing checks it against your data systems.

How it works

From scattered logs to one record you own.

Finestra reads the exports your agent vendors already provide, then does the work nobody wants to maintain in-house.

  1. 1

    Ingest

    Connect each agent platform, read-only. Exports are pulled continuously, so short retention windows don't cost you history.

  2. 2

    Standardize

    Every vendor's schema is mapped to one common format. Timestamps, IDs and actions are harmonized.

  3. 3

    Record

    One append-only record: which agent, acting for whom, what data and tools it touched, and when. Cross-vendor handoffs are stitched into one transaction.

  4. 4

    Verify

    Where your data systems expose access logs, agent activity is checked against them, so reads a vendor log never reported get flagged. Coverage depends on which systems expose those logs.

  5. 5

    Export

    Stream the record into the SIEM or data lake you already run, or explore it in the Finestra Console.

Under the hood

Every vendor's schema, mapped to one.

Think of it as a unified API for agent logs. We learn each platform's export format, keep up with its changes, and map it into one common schema your team can query.

Servora OpenTelemetry spans · JSON
"name": "execute_tool Account.read"
"startTimeUnixNano": "1792332185000000000"
"contact.id": "003-4417"
Pricing Agent (in-house) Tracewise trace · JSON
"timestamp": "2026-10-18T14:04:41.212Z"
"userId": "j.lee@northwind.com"
"observation": "query_orders"
Vocalis Event webhook · JSON
"occurred_at": 1792332134
"caller": {"id": "CUST-4417"}
"tool": "crm.lookup_account"

Finestra common schema

One event format for every vendor · OpenTelemetry-compatible

timestamp
2026-10-18 14:02:14 UTC
agent
Voice Agent · Vocalis
acting_for
Customer #4417 · verified
action
read · CRM account
transaction
T-4417-0218
source
vendor log · verified by warehouse
  • Three time formats become one UTC clock
  • 003-4417, CUST-4417 and 4417 resolve to one customer
  • Each vendor's idea of an "action" maps to one shared vocabulary

Fictional vendors. Schemas simplified for illustration.

Why Finestra

Built to be the record you can stand behind.

Vendor dashboards each show their own agents. Finestra is the neutral record across all of them.

Independent

Finestra isn't one of the agent vendors it records, so the record isn't written by the company that built the agent.

Cross-vendor

One record across every agent platform you run, including agents your team built in-house.

Customer-owned

Metadata only, kept in your systems. Your record stays yours, even if you switch agent vendors.

Completeness check

Where your data systems expose access logs, agent activity is reconciled against them, so gaps in vendor logs show up. Coverage depends on which systems expose them.

Honest about coverage

Every deployment starts with a plain report of what we can and can't see for each vendor.

Out of the path

Finestra reads vendor exports. It never sits in the path of agent actions or slows them down.

Optional

Works with SparteraConnect

Go deeper on the queries that matter.

Agent requests routed through SparteraConnect carry query-level detail no vendor log has. Agents get an aggregate answer instead of raw rows, and Finestra records exactly how that answer was produced.

SparteraConnect is a separate Spartera product, and it does sit in the path of the queries you route through it. Using it is optional. Finestra itself stays out of the path either way.

An analyst asks an agent:

"Total refunds for customer #4417 this quarter?"

Answer returned: $312.40 · 1 aggregate value, 0 raw rows
Learn about SparteraConnect

Query-level metadata

Acting for
j.lee (analyst)
Asset
refunds_by_customer v3
Tables
orders, refunds
Columns
customer_id, amount, refund_date
Filter
customer_id = 4417 · Q4 2026
Rows scanned
18,402
Rows returned
0 raw rows · 1 aggregate value
Latency · cost
212 ms · $0.0004

Illustrative example.

Who it's for

For the people who get asked what the agent did.

Enterprises running agents from more than one vendor

The agents in your CRM, service desk and contact center each keep their own logs. Keep one retained record across all of them, plus the agents you build in-house.

Agent vendors

Give every customer a standardized record of what your agents did. One integration instead of answering each log request by hand.

AI and risk teams

See every agent, its owner and what it touched, without building and maintaining a custom dashboard.

The coverage report

Every engagement begins with what we can see.

Before anything else, we show you what we can and can't see across your agents.

Request a coverage report
  • An inventory of your agents and their owners, across vendors
  • What each vendor's export exposes, and what it doesn't
  • Which of your data systems expose access logs for the completeness check
  • A sample of recent agent activity, standardized into one record
  • Findings such as reads that don't match the verified customer, unreported reads and broken handoffs
  • A plan for continuous capture and where the record should live

Questions

Is Finestra available today?

Not generally. Finestra is in early access: we're working hands-on with a small group of design partners. Request a coverage report and we'll reach out to see whether it's a fit.

Which agent platforms do you support?

During early access, each connector is built per engagement, starting with the platforms our design partners run. We read the exports vendors already provide, such as OpenTelemetry traces, vendor APIs and webhooks, and your coverage report shows what each one exposes. There's no self-serve connector library yet. The platform list in the form helps us prioritize; it isn't a list of supported integrations.

Do you store our data?

No. Finestra records metadata about agent activity (which agent, acting for whom, what it touched, and when), not the data itself. Prompt and response content isn't captured by default.

Where does the record live?

In your systems: your cloud storage, data lake or SIEM. You can also explore it in the Finestra Console.

Does Finestra block or slow down our agents?

No. Finestra reads vendor exports; it never sits in the path of agent actions. If you choose to route queries through SparteraConnect, a separate and optional Spartera product, those queries pass through SparteraConnect.

Does the record show whether an agent was allowed to do something?

No. The record shows what an agent did, for whom, and what it touched. It doesn't check those actions against permissions. That's something we're exploring with design partners.

We already have a SIEM. Why would we need Finestra?

Finestra feeds it. Agent vendors' logs arrive in different formats and with gaps. Finestra standardizes them, stitches cross-vendor transactions and, where your data systems expose access logs, checks completeness before the record reaches your SIEM.

How is this different from each vendor's own dashboard?

Each dashboard shows its own agents, in its own format. Finestra is independent of the vendors and covers all of them in one record you own.

Early access

Request a coverage report.

Tell us about your agents. We'll reach out to set up a coverage report and walk you through the demo live.

Which agent platforms do you use?

This helps us prioritize connectors. It isn't a list of platforms we connect to today.

What's driving your interest?

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