Vi-Agent · Operational intelligence

From detection to action, with your team in control.

Vi-Agent is the operating layer for programmatic infrastructure. It connects your DSP, SSP, exchange, and ad server data with the tools your team works in, finds what changed, explains why, and acts within the permissions you set.

Read-only to startEvery action approvedOpen MCP server
Vi-Agent Daily briefSample data
What needs you today

Sample exchange workspace · ranked by revenue impact

Revenue$86.4K−4.2%
Win rate17.8%−6.1 pts
Fill rate71%+1 pt
Margin21.6%Flat
CriticalWin rate on SSP B fell 6.1 points after a floor change at 2:05 p.m.Review fix
WarningTimeouts from DSP 4 reached 3.2% of requests, up from 0.9%.Open evidence
OpportunityCTV supply from two publishers is clearing well above floor.Draft change
The problem

Complexity scales faster than teams. Operators become investigators.

Every new demand partner, format, and floor rule adds another stream of data. The people hired to run the business spend their days reconciling reports, chasing anomalies, and rebuilding context someone already worked out three months ago.

Buyers see a role for agentic AI, and they set clear conditions: humans in the loop, an audit trail that explains what the agent did, and guardrails that limit what it can do. Vi-Agent is built around exactly those three requirements.

96%

of buyers agree there is a role for agentic AI in programmatic.

40%

want humans in the loop.

36%

want an AI agent audit trail for explainability.

31%

want guardrails that limit what agents can do.

Source: IAB, 2026 Digital Video Ad Spend & Strategy Full Report, July 2026

How it works

Most AI tools answer questions. Vi-Agent helps teams make decisions.

Vi-Agent is built on the mechanics of programmatic trading: bid shading, floor logic, supply chain validation, bid landscapes, and pacing curves. Its reasoning is grounded in your auction data and your history, so the answer to "why" comes with the evidence behind it.

01

Analyze

  • Revenue and margin trends
  • Yield diagnostics
  • Supply health
  • Campaign performance
  • Partner contribution
02

Detect

  • Win-rate declines
  • Revenue leakage
  • Floor-price changes
  • Auction anomalies
  • Delivery issues
03

Reason

  • Auction dynamics
  • Historical patterns
  • Operational memory
  • Partner context
  • Business impact
04

Act

  • Alerts
  • Recommended next steps
  • Approved workflows
  • Stakeholder notifications
  • Operational tasks
Operational memory

Context survives when people change.

Vi-Agent remembers what happened, who made each change, why, and what the situation was at the time. It builds a searchable record from your Slack, email, and CRM, so when a partner issue resurfaces, it finds the thread where your team discussed the same partner months ago.

Vi-Agent Decision logSample data
WhenChangeApproved byOutcome
Tue 2:22 p.m.Restored the floor on SSP B to its previous valueTrader, Level 2 approvalWin rate recovered the same afternoon
Mon 9:10 a.m.Throttled DSP 4 during a timeout spikeAd ops leadTimeouts back under 1%
Sep 12Raised CTV floors on two publishersYield managerClearing prices held above the new floor
Ask Vi

Ask a question. Get the reasoning, not just the number.

Your team asks in plain language, in the tools they already use. Vi-Agent investigates across systems, shows its work, and proposes a next step for approval. Each morning it can also brief the team on what needs attention first.

Which DSPs are underperforming?Where did we lose revenue yesterday?What should my team focus on today?
Vi-Agent Ask ViIllustrative example
Where did we lose revenue yesterday?

Most of the shortfall came from one demand partner timing out.

  1. Compared revenue by partner against the four previous Tuesdays.
  2. Found DSP 4 timeouts rising from 0.9% to 3.2% of requests after 6 p.m.
  3. Matched the start time to a deployment note from the partner.
  4. Estimated the shortfall and drafted a note to the partner.
Proposed: throttle DSP 4 to 50% of traffic until timeouts recoverNeeds approval
Approve throttleSend partner noteOpen evidence

Checked: exchange logs · partner history · email

Weekly brief

Every Monday, one brief across demand, supply, and your pipeline.

Vi-Agent reads the full week on both sides of the auction, checks it against your CRM, and ranks what to fix by the money at stake. Each item comes with the evidence and a proposed action for your team to approve.

Vi-Agent Weekly brief · Week 39Sample data
The week in one view

Sample exchange workspace · two marketplaces

Revenue$184.2K+6.4%
Requests41.2B−5.1%
eCPM$1.12−3.0%
Win rate18.4%Flat
  • Demand38 feeds

    What buyers paid, where they stopped bidding, and why.

  • Supply52 zones

    What we paid publishers, fill, and yield by zone.

  • Paths214 pairs

    Every supply and demand pairing, with errors and drops.

  • PipelineCRM

    Partners marked live in the CRM that nobody has touched.

What to fix first

Ranked by money at stake

01
CriticalDemandDSP 2 fails 36% of requests, mostly empty responses and timeouts. It is the largest demand partner on the book.
Request review
02
CriticalSupplyThree supply feeds sent 1.1B requests this week and received no bids.
Pause feeds
03
WarningPricingMarketplace B rejected 640M requests on bid floor. CTV floors sit above clearing prices.
Draft floor test
04
WarningPipelineSSP 11 is marked live in the CRM but untouched for 47 days. Its revenue fell 92% this week.
Assign owner
05
OpportunityPathsTwo CTV paths cleared above a 55% win rate. Both are candidates for private marketplace deals.
Draft PMP
14 actions proposed this weekEach one waits for a named approver

Sample data, shown in the same layout our own trading team reads every Monday. Partner names and figures here are invented; real briefs stay inside your workspace.

Permissions

Autonomy is earned on your stack, not bought.

Permission levels define what Vi-Agent may do, not which features you can see. Every level investigates the same way. What changes is how much it can act on, and only after it has proven itself on your data.

Level 1

Diagnose

Read-only. Vi-Agent investigates, explains, and recommends. Every finding shows the evidence behind it.

Level 2

Act

Bounded changes. Vi-Agent prepares the action, and your team confirms each one before it runs.

Level 3

Autonomous

Policy-bound execution with an immutable audit log and circuit breakers. Available after six months at Level 2.

Always a human, at every level.

No permission level allows Vi-Agent to take these actions without a named person's approval.

  • Change margin or take rate
  • Change floors for all demand partners at once
  • Pause a top advertiser
  • Move money
Integrations

Works with the stack you have.

Vi-Agent connects to the systems that already hold your operational data, through adapters built for your environment. On the ViSTARS stack it has native access to every module.

Programmatic systems
DSP dataSSP dataExchange analyticsAd servers
Where your team works
SlackMicrosoft TeamsGmailCalendar
Business systems
CRM, including SalesforceGoogle DriveBI platformsProject managementAlerting

Open by design: Vi-Agent exposes a standard MCP server, so your own agents and AI assistants can call it directly. Your data, your reports, and the adapters built for your stack stay yours.

Who it is for

Built by AdTech veterans, for the people who run programmatic every day.

Vi-Agent is developed by the ViSTARS engineering team under Don Enikeev, who architected RTB systems and exchange integrations at IPONWEB and BidSwitch.

DSP teams

Win-rate, pacing, and spend anomalies explained before the client asks.

SSP and exchange teams

Yield, floor, and partner-contribution diagnostics across every demand source.

Publishers

Revenue leakage and supply health, with the cause and the fix.

Agencies and brands

Campaign performance questions answered in minutes, with a full decision record.

Ad operations

Delivery issues triaged and routed, with the right context attached.

Design partners

Start with one workflow. Prove the impact. Then scale.

We are onboarding a limited number of design partners: programmatic teams ready to put Vi-Agent on one high-value workflow, measure the result, and expand from there.

  • A working session on your stack and the workflow that costs your team the most time
  • Adapters built for your systems, which remain yours
  • Read-only start, with every action approved by your team
  • Direct access to the engineers building Vi-Agent

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