Audit agent
Reads every workflow, property, pipeline and report in your portal, traces what writes to what, and returns findings ranked by risk. A portal-wide audit takes days, not a quarter.
AI-NATIVERevenue operations, run by agents
Your RevOps team,
Your RevOps team,
rebuilt with AI agents.
Niggulis Media builds AI agents that audit, automate and monitor your HubSpot revenue stack. They do the work of a RevOps team in hours, and a human signs off on every change.
Read-only by default. Nothing changes in your CRM without your approval.
Agents
Audit agent
Build agent
Reporting agent
Data quality agent
Drift monitor
Workspace
Change log
Config backups
Audit every workflow that writes lifecycle stage and tell me what could break.
✓ Connected with read-only scope
✓ Loaded workflows, properties and pipelines
✓ Traced every action that writes lifecycle_stage
✓ Ranked findings by revenue impact
✓ Loaded workflows, properties and pipelines
✓ Traced every action that writes lifecycle_stage
✓ Ranked findings by revenue impact
HIGHTwo workflows write the same stage and can move records backwards2 flows
MEDCustom code action has no retry on rate limits1 flow
LOWDocumentation lists a stage that no longer existsdocs
Review fix plan
Waiting for approval
Works with the stack you already run
HubSpotZuoraVismaJiraConfluencen8nExcel
The problem
RevOps is still done by hand.
Growing B2B companies run their revenue on a CRM nobody fully understands. Fixing it takes senior people and months of manual work.
01
Automation fails silently
Hundreds of workflows overlap, loop and overwrite each other. Nobody notices until the pipeline numbers stop making sense.
02
Nobody trusts the numbers
CRM, billing and finance each report a different revenue figure, and every board meeting starts with a reconciliation.
03
Changes have no safety net
The CRM has no version control. One bulk edit can rewrite thousands of records, with no record of what changed.
The agents
A full RevOps team, on demand.
Each agent owns one job, works from your real data and hands its output to a human for approval.
Build agent
Designs and ships lifecycle automation, lead routing and SDR to AE handover, with guards against loops and rate limits.
Reporting agent
Answers revenue questions in plain language and builds ARR, pipeline, churn and board reports that state their source.
Revenue reconciliation agent
Joins your ERP ledger, subscription billing and CRM so sales, finance and the board quote one number. Rebuilds revenue history, cohorts, churn and downsell from the source of truth.
Data quality agent
Finds duplicates, orphaned records, ownerless data and enrichment gaps, then proposes a clean-up with a restore path.
Drift monitor
Backs up your CRM configuration every night and alerts you when the live setup drifts from what was documented and approved.
Guardrails
Agents propose. Humans approve.
Letting AI near your revenue system only works if it can never surprise you. Every write goes through a gate that a person signs.
- Read-only by defaultAgents connect with read access. Write access is used only for an approved change.
- Blast radius before every changeWhat changes, how many records, whether it can be undone, and what gets suppressed.
- Verified afterwardsEvery change is checked against the live system once it lands.
- Never hard-deletesRecords are archived and configuration is versioned, so there is always a way back.
Change request #CR-0142NEEDS APPROVAL
whatAdd retry with back-off to lead routing code
scope1 workflow, 0 records rewritten
reversibleYes, previous version backed up
suppressionNo emails or tasks triggered
tested inSandbox, 3 test records
afterVerify live config + change log entry
Approve and ship
Request changes
How it works
Four steps to a shipped fix.
1
Connect
Grant read-only access to your CRM and the systems around it. No migration, no new tool for your team.
2
Audit
Agents map your setup and data and deliver ranked findings with a fix plan.
3
Approve
You review each change with its blast radius and sign off before anything ships.
4
Ship and monitor
Changes go live, get verified, and the drift monitor watches from then on.
Roadmap
What we are building next.
We start hands-on, running the agents together with each team. Then we turn them into a product companies can run themselves.
Next
Always-on drift monitor
Continuous comparison of live CRM configuration against the approved baseline, with alerts in Slack or Teams.
Next
Ask your revenue data
A natural-language assistant that answers pipeline and revenue questions with the query behind every answer.
Later
Self-serve agent workspace
Connect a portal, run an audit and approve fixes without a consultant in the loop.
Waitlist
Give your revenue team an AI RevOps crew.
Join the waitlist and tell us about your stack. We will be in touch as places open, starting with a read-only audit.
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