What to Automate First: Fix the Handover from Sales to Delivery

A customer accepts your proposal. Sales marks the opportunity as won, someone emails operations, and delivery begins—once the team has found the agreed scope, checked the start date and asked which version of the proposal is final.

This is a useful place to begin digital transformation. The commercial problem is visible: paid work is waiting while people reconstruct information the business already holds. The answer may involve automation, an integration or AI, but choosing the tool comes later.

Map one handover, not the whole business

Start with a single service or product line. Follow a recent order from customer acceptance to the point where the delivery team has everything needed to begin. Observe the actual process rather than relying only on a written procedure.

For each step, record who acts, which system they use, what information they need and what makes them wait. Include spreadsheets and inboxes: they often contain the unofficial process that keeps work moving.

Look for recurring friction:

• Customer details copied between the CRM, accounts software and project tools.
• Agreed scope stored only in an attachment or email thread.
• Work allocated before capacity or dependencies have been checked.
• Missing information discovered after a start date has been promised.
• Exceptions resolved privately, leaving no record for the next person.

Do not automate every step you find. First remove duplicate checks and decide which record is authoritative for each key field. Connecting systems with conflicting data can spread mistakes faster.

Define a measurable first pilot

Choose a narrow outcome: for example, creating a draft delivery brief when an accepted proposal is recorded. Keep a named person responsible for approving it before tasks are assigned or customer messages are sent.

Establish a baseline using recent, comparable orders. Measure the time from acceptance to a complete handover, the minutes spent rekeying information and how often delivery requests clarification. Separate active work from waiting time; each needs a different remedy.

Set success criteria before building. The pilot should reduce a specific burden without increasing correction work. Include implementation effort, ongoing software costs and ownership of maintenance when judging whether it is worthwhile.

Separate fixed rules from judgement

Use conventional automation where inputs and decisions are predictable. Copying an approved customer address, creating a project folder or notifying an account owner rarely needs AI.

AI may help turn an unstructured proposal into a draft scope summary. That introduces a different requirement: someone must verify that commitments, exclusions and dates match the source. Keep the source document accessible alongside the draft, and test how the workflow handles missing or contradictory information.

Build a clear route for exceptions

A handover needs a defined response when something goes wrong. If a proposal has no confirmed start date, the workflow should flag the gap to a named owner—not invent a date or silently create an incomplete project.

Create a shared exception queue with a reason, an owner and a next action for each blocked order. Distinguish between missing commercial information, delivery capacity issues and technical failures: they need different people to resolve them.

Make the workflow safe to retry. If a connection fails after creating a project but before recording its reference in the CRM, running it again should not create a duplicate. Use a unique order reference and check for existing records before creating new ones.

Agree how changes will work after handover, too. A revised scope should trigger a visible change request rather than overwrite the brief that delivery has already approved. Keep a record of what changed, who authorised it and whether delivery has acknowledged it.

Test the workflow before relying on it

Run the pilot alongside the current process for a limited period, with only one route authorised to create live tasks or send messages. Test awkward cases as well as straightforward orders: duplicate acceptance notifications, revised proposals, cancelled work and unavailable systems.

Check access permissions before connecting tools. Delivery may need the agreed scope without needing every commercial note in the CRM. Transfer only what is necessary, and review what any AI provider stores or retains before submitting customer documents.

Give the workflow a business owner and a technical contact. Document how to spot a failure, pause the automation and complete a handover manually. Alerts should reach someone who can act, not disappear into an unattended inbox.

Review results against the baseline, including exceptions and corrections. Expand only when the team can operate the workflow reliably without depending on the person who built it.

How Consultmates can help

Consultmates can help you assess the sales-to-delivery handover, prioritise improvements and define a practical automation pilot. Get in touch to discuss where work stalls today and what a more reliable handover would need to achieve.