# Sales-to-Billing Automation with Approval Checks AI Automation | MT BYTES solution study Shared identifiers and business events connect sales approval, onboarding and billing, while application rules govern actions and AI prepares information for review. The sales-to-billing workflow uses shared identifiers and recorded business events to carry approved scope, contacts and status between systems. Onboarding includes an acceptance step before delivery proceeds. AI prepares classifications and summaries for review, while approvals and application rules authorize actions. Changed requests, failed integrations and retries retain enough state to prevent a completed action from being repeated. ## Solution design ### The next team receives an actionable record Each handoff includes the approved context, responsible owner and outstanding decisions. The workflow records what has completed and what still needs attention. Failed steps can be retried without creating another project, repeating a message or duplicating a downstream action. - Approved scope retained through onboarding - AI summaries linked to their source - Visible approvals, exceptions and retry status **Business context:** A technology services business handling enquiries, onboarding, project delivery, support and billing **Core capability:** AI & Automation ![Solution study artwork](../../images/solution-studies/selected/30-hero.webp) ## Scope - Engagement-to-billing process map - Shared record identifiers and event definitions - AI-assisted classification and scope summaries - Approval and exception queues - CRM, project, support and finance integrations - Retry controls and operating procedures ## The scope is approved but the project is not ready Sales can record an approved engagement while delivery still waits for its scope, contacts or access requirements. Support may receive a request without the relevant service context. Finance may learn that a milestone is ready through a separate message. The systems work individually, but the next team still depends on someone copying the right information. The workflow addresses those transitions without replacing every specialist application. It carries agreed facts and decisions between the systems that own them. People receive a prepared record and the questions still needing resolution, while routine transfers no longer rely on remembering who should be notified next. ## What authorizes the next step The review follows an engagement from enquiry through onboarding, delivery, support and commercial administration. At each transition it records the event that permits work to proceed, the information needed and the person authorized to decide. A promising conversation and an approved scope cannot trigger the same delivery action. The map includes repeated entry, ambiguous ownership and missing context. It also identifies deliberate waiting states, such as an unresolved customer dependency or an approval. Those remain visible parts of the process. The system distinguishes work ready for transfer from work that needs a decision before anyone should act on it. ## Shared identifiers and explicit events A customer identifier links the CRM, engagement, project and related support records. Each application remains responsible for its own facts. Event definitions specify what changed, the required fields, the record version and the permitted next action. Receiving systems can interpret the update without inferring its meaning from a free-text note. The workflow records whether each step is pending, awaiting approval, complete or failed. Duplicate protection and a controlled retry route handle partial failures. If a project tool is unavailable, the handoff remains queued with its context intact. Staff can see the delay and its owner rather than discovering later that a project record never appeared. ## Summaries for review, rules for action AI helps classify an enquiry, summarize approved scope and identify missing onboarding information. It can prepare a concise support brief from the permitted engagement records. Each output remains attached to its source so the receiving person can check important details rather than trusting a detached summary. Record creation and status changes follow defined application rules. A positive email does not become scope approval because the model interprets it that way. A summary cannot add an obligation to the agreed work. Where interpretation could change the engagement, the responsible person reviews the prepared information before the workflow continues. ## An onboarding record with an acceptance step Approval prepares an onboarding record containing agreed scope, contacts, required access and outstanding dependencies. The delivery owner reviews it before the work enters the active project flow. Missing information stays attached to that engagement, with an owner and next action, instead of becoming a separate conversation the next person cannot find. Later handoffs apply the same rule. A delivery milestone can prepare a finance review task; the relevant owner confirms the condition before further action. Support receives the service context it needs without unrelated commercial information. Each receiving team can see what is approved, what remains open and who holds the decision. ## A retry cannot repeat a completed action An integration can time out after the destination has already accepted a request. The workflow records the action identifier and checks destination state before retrying. Rate limits, expired credentials and changed fields enter a visible exception queue. Recovering the step must not create a second project or send the same message again. Access controls and approvals are enforced outside model-generated instructions. External messages and documents remain untrusted inputs, even when they appear to authorize an action. Integrations receive only the permissions needed for their tasks. Each exception has an owner and escalation route so a failed step becomes work someone is expected to resolve. ## One approved engagement through onboarding The first release covers the handoff from approved engagement to prepared onboarding. It defines acceptable input, review requirements, destination records and recovery steps. Tests include duplicate events, an unavailable destination, missing fields and a scope amendment arriving after preparation has begun. The next stages extend proven record and retry patterns to adjacent handoffs. Teams receive guidance on the automatic steps, their remaining decisions and how to investigate missing work. Shared logging and approval components reduce repeated implementation effort, while each new transition still receives its own review of business conditions and permissions. ## A healthy connector can still carry the wrong information Technical owners maintain the integrations, but a business owner follows the complete engagement flow. Department leads own decisions within their area. That distinction catches problems a technical status cannot: a transfer can succeed while delivering an incomplete scope or assigning work to the wrong team. Changes to approval rules, project stages, support responsibilities or billing conditions trigger a review of the affected events. Documentation records fields, permissions, approval points and recovery procedures. User feedback is reviewed with logs so repeated corrections in the receiving team become a process or mapping fix, rather than accepted background work. ## The completed handoff, including its corrections Review follows whether the next team receives the required information and can take the correct action. Missing-data loops, reassignment and correction effort are considered alongside automatic completion. A large processing count says little if staff still need to reconstruct the underlying decision. Failure exercises check retries, duplicate events and approval boundaries. AI summaries are evaluated against the actual source and receiving task. The record should explain what triggered the handoff, what evidence was included, who approved the decision and how any failed action was recovered. That explanation remains available when the engagement later changes. ## Operational flow 1. **Receive the event.** Check the approved business change and its shared record identifier. 2. **Prepare the handoff.** Assemble the required context and source-linked summary. 3. **Confirm the decision.** Route consequential approvals and unresolved questions to the responsible owner. 4. **Apply the action.** Create or update the destination record through its permitted integration. 5. **Reconcile the result.** Verify completion and resolve failed steps without repeating completed work. ## Key decisions ### Keep each system's authority clear Exchange defined events and shared identifiers between specialist applications. The workflow needs consistent references without creating competing copies of every record. ### Review interpreted information Use AI for classification and preparation while application rules govern action. A plausible summary is not authorization to expand scope or start work. ### Record action state Check completion before retrying a failed or uncertain integration request. A timeout can conceal a successful write and otherwise lead to duplicate work. ## Evaluation measures These measures define the evaluation criteria for the workflow, its controls and the quality of completed tasks. ### Handoff readiness **Measure:** Inspect received records for approved context, ownership and outstanding decisions. **Success criteria:** The next team can begin the right task without reconstructing the previous conversation. ### Retry correctness **Measure:** Exercise partial failures, duplicate events and uncertain destination responses. **Success criteria:** Recovery completes the required work without duplicate or unauthorized actions. ### Receiving-team effort **Measure:** Review missing-information loops, corrections, reassignment and exception handling. **Success criteria:** Routine transfers require less repeated coordination while preserving necessary review. ## In practice The handoff is complete when the receiving team has enough approved information to act. Shared identifiers, source-linked summaries and visible decision states make that standard practical across different tools. The recovery record matters just as much: when a step fails, staff can resume it without guessing what the previous system already did.