Copying consumes useful time
People repeatedly extract the same facts from differently written requests.
WHAT WE WOULD TESTCompare a structured draft with the current preparation time, including review and corrections.
All examples
A faster handover. With the facts intact.
Give the team a useful starting point for the next conversation.
Which part of the handover can become simpler?
Imagine a services company receiving inquiries from its website and campaigns. People copy the same information into a CRM, lose context between colleagues and spend time checking what was actually requested. The proposed pilot prepares a structured draft for review while keeping the original request visible.
- The situation
- Fictional team, an existing inquiry form and a CRM with a named owner.
- The objective
- Reduce repetitive preparation while preserving useful context and a dependable response.
- The boundary
- A person approves the handover. The pilot does not quote prices, promise availability or send autonomous replies.
STARTING DECISION / FOR THIS SCENARIO
Prepare the inquiry for review before automating the response.
Let AI propose a structured summary. Keep factual validation, routing rules and human approval separate, with the original request visible.
WHAT COULD CHANGE THE CHOICEIf review and correction take longer than the current process, simplify the workflow or keep it manual.
Start with the questions that matter.
Working hypotheses
Missing facts become assumptions
A vague request turns into an apparently complete brief.
WHAT WE WOULD TESTKeep unknown fields explicit and ask for context instead of guessing.
The failure is ownership
Inquiries are captured, but no one takes responsibility for the next step.
WHAT WE WOULD TESTAgree on the assignment and response process before automating the transfer.
The evidence we would need
A representative sample
Use authorized, minimized examples of ordinary, incomplete and duplicate requests. Establish what a correct handover looks like.
The current process
Measure preparation, review, correction and follow-up. Include the effort spent recovering failed transfers.
The systems
Check the form, CRM fields, approved model provider, access scope and a way to retry safely.
WORKING IDEA / CONTEXT THAT TRAVELS
The next person should not have to start again.
CREATIVE PROPOSAL / ILLUSTRATIVE EXAMPLEHow the idea could take shape.
A compact handover pairs the original request with a proposed summary, named unknowns and the next responsible person. The reader can inspect the source before accepting the draft.
Keep the original within reach.
Preserve the request and its identifier so the team can trace what was said.
Make the unknowns visible.
A proposed summary names the need, timing and missing information without inventing a budget.
Give the next step an owner.
A person checks the draft and chooses the appropriate action. A recorded request is not automatically a qualified opportunity.
From an idea to an experience that works.
What the project would deliver
A structured handover draft
A small set of fields with the source text, extracted facts, explicit unknowns and a proposed route.
Validation and review
Required-field and duplicate checks, a review queue and a record of human approval or correction.
A maintainable connection
A bounded integration into the agreed system, with failure handling, access documentation and a named owner.
Platforms we would evaluate
Options for the situation described. Selection depends on existing systems, modules, costs and permitted data. Confirm integrations before implementation.
Existing form / Meta lead route / CRM
Start with one approved source and the CRM already used by the team. A campaign lead route is a candidate when it is relevant to the project.
CHECK BEFORE CHOOSINGActual account permissions, fields, identifiers and the supported transfer route. Do not assume every form or account has the same connector.
n8n / an existing automation tool
A candidate for coordinating the steps. First check whether the existing tools can already do the job.
CHECK BEFORE CHOOSINGDeployment choice, maintained connectors, retry behavior, permissions and who operates it.
An approved language model
A candidate for preparing a structured draft from variable text. Choose the provider after reviewing data handling and performance on the task.
CHECK BEFORE CHOOSINGField accuracy, unknowns, language, review time and total cost. A valid structure does not prove the content is correct.
What happens when the request changes?
Choose a fictional example. The drafts are prepared for this demonstration; the rules and review below run locally. No AI is called and no data or messages are sent.
The source
We need a new service page in English and Romanian. Launch is in six weeks. We need copy, design and development. The budget is not decided yet.
Facts to review
- Need
- Bilingual service page
- Timing
- Six weeks
- Budget
- Not decided
What can proceed
The required handover fields are present. Budget remains unknown. A person checks before approval.
AWAITING REVIEWHuman review comes before action. Choose another example to restart the demonstration.
Measure the objective, one step at a time.
- Useful handovers
- Reviewed drafts that preserve the facts and lead to a suitable next action.
- Total handling time
- Preparation plus review, corrections, exception handling and maintenance.
- Errors and exceptions
- Invented facts, omissions, duplicates, failed transfers and their severity.
- Response quality
- Whether people receive an appropriate response and whether the team can find the context.
The interactive demonstration uses fixed fictional examples and local rules. It does not call an AI model, connect a CRM or measure live model accuracy. A real pilot would need its own agreed sample and acceptance criteria.
What we would hold back, and what would change the plan.
What we would not do yet
- Autonomous qualification or rejection of a customer.
- Automatic prices, promises or outgoing messages.
- A broad migration of all incoming data before a bounded pilot works.
What would change our mind?
If the work is already structured, ordinary rules may be enough. If review removes the time benefit or errors remain unacceptable, simplify the task and retain the existing process.
First understand. Then test and adapt.
Define and prepare
Agree on the fields, owners, allowed data and reference examples.
Run a reviewed pilot
Compare preparation time and quality using a bounded set of cases.
Connect and hand over
Only after acceptance, connect the agreed route, document recovery and assign maintenance.
An illustrative sequence; timing and investment follow the real context.