A ranked portfolio, not a pile of automation ideas.
Every intake feeds one thing: a continuously ranked portfolio your leadership can fund. Auditable ROI on every opportunity, agentic candidates identified deliberately rather than by hype, and a backlog honest enough to tell you when automation is the wrong answer.
Stop estimating ROI. Start proving it.
VARA validates every opportunity with real numbers - calculated live during intake, not estimated in a spreadsheet afterwards.
Live Calculation During Intake
As VARA interviews your team, every answer updates the ROI model in real time. Volume, error rate, exception paths - all factored in before the conversation ends.
Fully Customizable Parameters
Configure your own labor cost assumptions, FTE blended rates, overhead multipliers, and implementation cost templates. Your ROI model, your numbers.
Auditable & Defensible
Every ROI figure includes a full calculation breakdown - inputs, assumptions, and formula. Present it to your CFO or client with complete confidence.
What VARA factors into every ROI model
Beyond bots: finding the work
agents can own end-to-end.
RPA automates steps. Agentic AI owns outcomes - reasoning across multi-step processes, handling exceptions, and escalating only when judgment is truly needed. VARA and the agent team are built to spot exactly these candidates, which traditional discovery consistently misses.
How the agent team uncovers them
During every intake, VARA probes for the signals that separate a script-able task from a genuinely agentic opportunity - then the deterministic engine confirms the pattern with full auditability. No hype, no black box: an opportunity is only classified as agentic when the signals are there.
Processes that span systems, require context to be carried between steps, and involve decisions - not just data movement - are flagged as agentic candidates.
High-judgment exception handling used to disqualify automation. For agents it's the opportunity: VARA maps which exceptions an agent can reason through and which escalate to humans.
The 8-rule scoring engine validates the agentic classification - the same auditable rigor applied to RPA and IDP, so an 'agentic outcome' is a scored finding, not a buzzword.
Every agentic candidate ships with escalation routes, audit logging requirements, and human-in-the-loop checkpoints defined before a single agent is deployed.
VARA interviews the process owner; agentic signals surface naturally.
Scoring engine confirms: multi-step, decision-bearing, exception-tolerant.
Documents generated in an agent-consumable structure - goals, tools, escalation rules.
Claude Projects, GPT Assistants, Copilot Studio, UiPath Autopilot, Gemini, or the native runner.
The agent owns the process; ROI is tracked against the model built at intake.
What an agentic outcome looks like
An expense-audit agent that reads receipts, applies policy, resolves 85% of exceptions on its own, and hands the rest to a human with full context - $98K/year, autonomously delivered.
Agent-ready deliverables, not slideware
Every agentic finding exports as a structured PDD and SDD that Claude Projects, GPT Assistants, or Copilot Studio can consume directly - discovery output becomes agent configuration.
Why outcome-first discovery matters
Starting from the outcome keeps agents pointed at measurable value. The ROI model built at intake becomes the yardstick the live agent is measured against - closing the loop from discovery to result.
Build your backlog agentic-magically.
VARA doesn't just say "automate everything." It gives your teams and agents a validated, prioritized backlog - with ROI, steps, and a professional recommendation on whether to automate, fix the underlying system, or scale headcount instead.
Strong automation candidate
High volume, repetitive structure, clear rules, and positive ROI within 12 months. VARA recommends an automation pattern, selects the best-fit tools from your tech stack, and adds it to your agent backlog with full PDD and SDD ready to go.
System-level root cause
The process pain isn't a workflow problem - it's caused by a broken system, missing integration, or data quality issue. Automating it would just move the problem downstream. VARA flags the root cause, recommends a systems fix, and adds it to your remediation backlog.
Better handled by people
Some processes require judgment, relationship management, or creative problem-solving that automation can't match - and shouldn't try to. VARA is honest: when the ROI doesn't stack up or human touch is genuinely the right answer, it says so and recommends scaling your team instead.
| # | Process | Recommendation | Pattern / Action | Annual ROI | Payback | Status |
|---|---|---|---|---|---|---|
| 1 | Invoice Processing | Automate | RPA + IDP | $241K | 3.4mo | Ready |
| 2 | Purchase Order Matching | Automate | Workflow / BPM | $187K | 5.1mo | In Review |
| 3 | Vendor Master Data | Fix System | MDM Remediation | – | – | Flagged |
| 4 | Expense Report Audit | Automate | Agentic AI | $98K | 7.8mo | Ready |
| 5 | Client Escalation Handling | Headcount | 1 FTE | N/A | N/A | Closed |
Every backlog item includes a full PDD, SDD L1–L3, ROI breakdown, and implementation recommendation. Agents push approved items to your tools automatically.
See full demo backlogBuild the portfolio your board will fund.
Run an intake in the demo workspace and watch a single conversation turn into a scored, ROI-modelled entry in a ranked backlog.
Back to the overview