BergAuto · Enterprise workflow automation

The automation layer across the system.

BergAuto automates repeatable steps while approvals, exceptions, confidence checks and audit logs stay visible.

Confidence-gated automationScore · Gate · Execute · Ledger
  1. 0.97Classify
  2. 0.94Extract
  3. 0.91Route
  4. 0.99Format
0.94 and aboveAuto-proceed, auditedClassify, Extract, Format
85 to 94QA reviewerRoute at 0.91 waits for a person
Audit ledgerEvery score, route and decision, written to BergFlow
Illustrative scores on one item. Thresholds are agreed per workflow and start from the Trust Gate defaults.
  • Score

    Every action carries a confidence score.

  • Gate

    Below 94, a person decides; the band sets who.

  • Ledger

    Every run, score and decision written to BergFlow.

  • 100%Of actions carry a confidence score
  • 4Escalation paths, from QA sample to specialist
  • 0Unaudited auto-actions

Design figures: they describe how every BergAuto workflow is built, on every engagement.

The Trust Gate

Approval and exception rules, set before the first run.

Every BergAuto step scores its own output. The score decides the route: proceed, sample, team-lead review or specialist review. The bands below are the defaults; each workflow tunes them from shadow-run evidence, and every change is versioned.

BergFlow logs the outcome of every route, so the audit trail exists whether or not a person ever had to look.

94 and up%Auto-proceedProceeds automatically. Still logged.
85 to 94%QA sample reviewA QA reviewer samples it.
70 to 85%Team lead reviewA team lead checks it.
Under 70%Specialist reviewA specialist decides. Always human.
100% of actions scored4 escalation paths0 unaudited

How it runs

One master workflow, scored at every step.

  1. 01Workflow-level orchestration

    One master workflow per process: intake, AI steps, conditions, waits and outputs on one canvas, run in batches or live.

  2. 02Confidence-aware governance

    Each step scores its own output. The score decides the route, and the thresholds are agreed with you before go-live.

  3. 03Recorded decisions, reusable logic

    Every run is written to a ledger with inputs, scores and the reviewer’s decision, so logic that works once can be reused across workflows.

Common workflow surfaces

Where BergAuto runs most often.

Four workflows from the use-case library, each with its AI step, its review path and an example metric.

  • Finance

    AR collections workflows

    AI step
    Prioritise and draft follow-up
    Review
    Finance approval
    Example metricDSO -12%
  • HR

    Employee onboarding workflow ownership

    AI step
    Workflow orchestration
    Review
    Document verify
    Example metric40% TAT cut
  • CX

    Escalation handling + approvals

    AI step
    Route by severity
    Review
    Manager approval
    Example metricEscalations -28%
  • Sales

    ABM campaign QA

    AI step
    Check audience and copy
    Review
    Human signoff
    Example metricQA defects -54%

Capability benchmark

Built for governed work, not just faster work.

Native means built in and operated by BergLabs. Partial means possible with extra build. Limited means not designed for it.

LegendNativePartialLimited
How BergAuto compares with three common ways of automating enterprise workflows. Categories are compared, not named vendors.
CapabilityBergAutoOpen-source orchestrationIn-house buildModel builder
Visual canvasOne canvas for intake, AI steps, conditions, waits and outputsNativePartialLimitedLimited
Batch executionThousands of items run through the same workflowNativeNativePartialPartial
Multi-format intakeEmail, documents, voice, images and structured dataNativePartialPartialPartial
One master workflowOne governed definition per process, versionedNativePartialPartialLimited
Human wait statesRuns pause for a named reviewer and resumeNativeLimitedPartialLimited
Confidence-gated routingEvery step scored and routed by bandNativeLimitedPartialLimited
Run ledgerInputs, scores and decisions recorded per runNativePartialPartialLimited
Operating ownershipA named team runs the workflow to an SLANativeLimitedPartialLimited

Evidence note: BergLabs assessment of each category as typically deployed, October 2026. Individual products vary; ask us for the criteria behind any cell.

The automation boundary

The boundary is a setting, not a guess.

Repeatable steps with a known rule and a clear threshold are automated. Exceptions, regulated calls, high-value decisions and uncertain outcomes are reviewed. Where the line sits is agreed before go-live and moved only with evidence.

  • Shadow run first: scores are compared with your team’s decisions
  • Thresholds set from what the shadow run shows
  • Every change to a threshold versioned in BergFlow
  1. Automate · 94 and up%

    Proceeds automatically and is still logged in the run ledger.

  2. Review · 85 to 94%

    A QA reviewer samples the output before it counts.

  3. Review · 70 to 85%

    A team lead checks it and records the decision.

  4. Review · Under 70%

    A specialist decides. This band is always human.

Questions

Questions about BergAuto

Scoring, thresholds and what happens when confidence is low.

Scoring and review

What does BergAuto automate?

Repeatable steps with a known rule: classification, extraction, routing, formatting, enrichment and system updates. Each step is scored, and only steps at or above the agreed threshold proceed without a person.

What happens when confidence is low?

Below 94%, the item is routed by band: 85 to 94% goes to a QA sample, 70 to 85% to a team lead, and anything under 70% to a specialist. Every route is logged in BergFlow.

Can the thresholds be changed?

Yes. Thresholds start from the Trust Gate defaults and are tuned per workflow from shadow-run evidence, with every change versioned.

Audit and systems

Is anything automated without an audit trail?

No. Every automated action is scored and written to the run ledger, so there are zero unaudited auto-actions.

Which systems can BergAuto act in?

BergAuto reads and writes through APIs, webhooks and database connections to the systems a team already runs, such as CRM, ERP, ticketing and document stores.

Start with the workflow that repeats every day.

One workflow, scored at every step, with a person on every exception. We run it in shadow first and show you the numbers.