SALES

Automate sales forecasting

We turn pipeline and historical data into reliable forecasts ready for decisions, without spreadsheets nobody maintains.

Automate sales forecasting

Automating sales forecasting is deployed over your current systems and flows, with human supervision and traceability. Before automating we define which task, which exceptions and what outcome is acceptable.

We work from Barcelona and Madrid and remotely across Spain, Europe, LATAM and the United States. The agent is designed for your real process, not the other way round: integrations, permissions and milestone control.

We hand over the agent, its configurations, repositories and documentation in accounts owned by your company, without lock-in and with the ability to audit or rotate credentials.

We turn pipeline and historical data into reliable forecasts ready for decisions, without spreadsheets nobody maintains.

THE CHALLENGE

sales forecasting

Leaving sales forecasting to a person is slow and leaves room for error; automating it without governance is a risk. The sweet spot is an agent with rules, exceptions and control.

  • Forecasts based on gut feeling

    Each rep estimates their pipeline from intuition without common criteria. The aggregate forecast does not reflect business reality.

  • Outdated pipeline

    Opportunities are not updated regularly and the forecast works on stale data. Management does not trust the closing figure.

  • No history to compare

    The evolution of the forecast versus actual results is not stored. There is no way to measure the reliability of each rep or stage.

APPROACH

sales forecasting

An agent with rules, exceptions and milestone control.

  1. Structured, weighted pipeline

    Each opportunity is recorded with stage, amount and probability defined by rules. The forecast is computed on current CRM data.

  2. Projection with stage rules

    The system weights each opportunity by its stage and conversion history. Probability exceptions are flagged for review.

  3. Sales-owner review

    The sales owner validates the forecast and adjusts opportunities with customer knowledge. Every adjustment is logged.

  4. Comparison with actual close

    The forecast is compared with actual results at period close. Accuracy per rep and stage feeds the next forecast.

DELIVERABLES

sales forecasting

An operational, traceable agent under your control.

  • Weighted sales forecast

    Projection computed on the updated pipeline with per-stage probabilities.

  • Per-stage probability rules

    Weighting criteria configured from conversion history.

  • Owner-reviewed forecast

    Adjustments validated with customer knowledge and logged changes.

  • Accuracy report

    Comparison of forecast versus actual close by rep and stage.

TRUST

AI applied to real processes with supervision

AI agents with human supervision, traceability and milestone control since 2008, in Barcelona and Madrid and remote. Code and documentation under your control, without lock-in.

  • A clear task and success criteria before automating.
  • Human supervision with milestone and exception control.
  • A measurable first release before expanding scope.
  • Code, configurations and documentation under your control.

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