TransformationProcess first
AI that knows your business.
And moves it forward.
Generic AI answers questions. We build systems that use your company’s knowledge, follow your business rules, work across departments and carry a process through to completion.
Six illustrative workflows, each showing what the system detects, what it draws on, what it does, where a person decides and what you would measure.
Illustrative workflows. What a given workflow can do depends on your systems, the information available, your security requirements and the scope we agree.
How every one of them runs
- A business eventA request arrives, a date approaches, a signal appears.
- Your knowledge and systemsThe catalog, the contract, the care plan, the ticket history.
- Your rules appliedWho may approve what, which margin holds, which claim is verified.
- Action across departmentsDrafts, checks, updates and handoffs in the systems you already run.
- People decide what mattersExceptions and consequential calls go to a named person.
- A result you can measureTracked to completion, against a baseline you agreed.
AI does this stepA person decides
The six workflows
- Food ingredients and CPGTurn industry signals into qualified sales opportunities.
- Senior living and care operationsTurn daily caregiver observations into coordinated care operations.
- Manufacturing and industrial distributionFrom customer RFQ to validated quote and production handoff.
- B2B SaaS and enterprise technologyDetect renewal risk before it becomes lost revenue.
- Finance and accounting operationsFind discrepancies and resolve them before they compound.
- Cybersecurity and complianceTurn security questionnaires into a maintained evidence library.
Food ingredients and CPGIllustrative workflow
Turn industry signals into qualified sales opportunities.
A food manufacturer announces a new gluten-free line. Instead of an account manager researching the company by hand and guessing whether your ingredients fit, the workflow starts qualifying the opportunity the moment the news appears.
Starts when
A product launch, a funding announcement, a new plant, a reformulation or another signal you choose to watch appears in the sources you approve.
What it does
- 01DetectWatches the industry sources you approve for announcements that matter to you.
- 02QualifyChecks whether the announcement touches your product categories and commercial priorities.
- 03MatchCompares the opportunity with your ingredient specifications, R&D knowledge and approved claims.
- 04EnrichIdentifies the company, the business unit, likely buyers, past relationships and competing opportunities.
- 05PrepareWrites the opportunity brief: the evidence, the product fit, the technical context and a recommended first message.
- 06Route and follow throughPuts the brief in front of the right account manager, then tracks the approved outreach and the deal in the CRM.
AI does this stepA person decides
What it draws on
- Product catalog
- Technical specifications
- R&D findings
- Approved claims
- CRM
- Order and sampling history
- Territory rules
Where your people decide
The sales or technical account manager approves the product recommendation and every customer message. A technical or regulatory claim that has not been verified is never presented as validated.
What comes out
A qualified opportunity enters the pipeline with the evidence, the internal context, a suggested next step and a named owner.
What you would measure
- Pipeline quality
- Time from signal to qualified opportunity
- Hours of repeat research per rep
- Opportunity conversion
Senior living and care operationsIllustrative workflow
Turn daily caregiver observations into coordinated care operations.
Caregivers notice things all shift long. Turning what they saw into structured documentation and a reliable handoff takes time, and follow-ups get lost between shifts. A connected workflow organizes that work while clinical staff keep every decision.
Starts when
A caregiver ends a shift, submits notes or records an authorized voice summary.
What it does
- 01CaptureCollects the observations from notes or an approved voice workflow.
- 02StructureOrganizes them by resident, task, time and care category.
- 03CompareReads them against the care plan, earlier documentation and facility protocols.
- 04FlagHighlights missing information, open follow-ups and observed changes that need review.
- 05DraftPrepares the shift summary and the proposed record entries for review.
- 06Review and hand offClinical staff verify the record. Follow-ups are assigned and tracked to completion.
AI does this stepA person decides
What it draws on
- Resident care plans
- Authorized resident records
- EHR
- Prior shift documentation
- Facility procedures
- Staff assignments
- Escalation policies
Where your people decide
Qualified clinical staff review and approve the documentation and decide on any clinical action. The AI does not diagnose, prescribe or change a care plan.
What comes out
More complete records, clearer continuity between shifts, open work visible to the next team, and less administrative time.
What you would measure
- Documentation time per shift
- Handoff completeness
- Time to close a follow-up
- Consistency of records across shifts
An illustrative design, not a deployed clinical system. Resident information would stay inside the systems, access rules and review policies your organization already governs.
Manufacturing and industrial distributionIllustrative workflow
From customer RFQ to validated quote and production handoff.
A customer asks for 500 custom assemblies on a tight deadline. Quoting it means sales, engineering, purchasing and operations pulling information from four systems. The workflow brings it together and runs the process from inquiry to approval.
Starts when
A request for quotation arrives by email, through the CRM, a customer portal or an uploaded document.
What it does
- 01InterpretPulls the specifications, quantities, delivery dates and exceptions out of the request.
- 02ValidateMatches each line to existing parts, current engineering revisions and configurations.
- 03Check feasibilityLooks at stock, supplier lead times, what has to be bought and open production capacity.
- 04CostBuilds the quote from the customer’s pricing agreement and your margin rules.
- 05EscalateRoutes engineering exceptions, capacity gaps and below-threshold margins to the people who decide.
- 06ExecuteAfter approval, issues the quote, updates the CRM and ERP, and prepares the order and production handoff.
AI does this stepA person decides
What it draws on
- ERP
- Bills of materials
- Engineering revisions
- Inventory
- Supplier pricing and lead times
- Production schedule
- Customer pricing agreements
- Margin policy
- Past quotes
Where your people decide
Engineering, commercial and finance leads decide the exceptions. Engineering approves technical exceptions. Commercial or finance approves any price outside policy. Nothing is committed to production without a signature.
What comes out
A validated quote with traceable assumptions and a documented path into fulfillment.
What you would measure
- RFQ turnaround
- Pricing consistency
- Margin on quoted work
- Quote and order errors
- Coordination hours per quote
B2B SaaS and enterprise technologyIllustrative workflow
Detect renewal risk before it becomes lost revenue.
An important enterprise account is coming up for renewal. Usage is down, several support cases are open and commitments made in meetings have not been kept. Every fact sits in a different system, and nobody has the whole picture.
Starts when
A renewal date approaches, usage drops, critical support cases pile up, or another account-health threshold you define is crossed.
What it does
- 01MonitorTracks adoption, renewal timelines, open tickets and the signals you set, for every account.
- 02CorrelateReads usage against the support history, the commitments made in meetings and the contract.
- 03AssessApplies your risk criteria to each account, with the evidence and the uncertainty stated.
- 04CoordinateProposes recovery work for customer success, engineering and account leadership, with owners.
- 05PrepareDrafts the account-health brief, the executive review and the customer recovery plan.
- 06Approve and follow throughAccount leadership approves the plan and each customer commitment. Then it tracks every action, reassesses the risk and updates the CRM.
AI does this stepA person decides
What it draws on
- CRM
- Contracts and renewal dates
- Product usage telemetry
- Support tickets
- Meeting transcripts
- Implementation milestones
- Billing
- Customer success playbooks
Where your people decide
Account leadership approves every customer communication, commercial concession and commitment before it leaves the building.
What comes out
A cross-functional recovery plan with owners and dates, not another risk dashboard.
What you would measure
- Days of warning before a renewal
- Time to escalate a customer issue
- Actions completed on time
- Net revenue retention
- Expansion readiness
Finance and accounting operationsIllustrative workflow
Find discrepancies and resolve them before they compound.
Hundreds or thousands of supplier invoices a month. Some charge above the contracted rate, some arrive twice, some do not match what was received, and credits you are owed never get collected. The point is not to spot the anomaly. It is to manage every exception through to resolution.
Starts when
A supplier invoice arrives, a payment run approaches, or a reconciliation finds a mismatch.
What it does
- 01IngestReads each invoice and extracts the fields that matter.
- 02MatchLines it up with the purchase order, the receiving record and the contract terms.
- 03DetectFinds duplicate billing, price and quantity mismatches and missing documentation.
- 04InvestigateChecks the exception against the transaction history and your finance policies.
- 05PrepareDrafts the right response: a finance review, a supplier dispute, a credit request or a payment correction.
- 06Resolve and trackFinance approves. The exception is followed until the resolution is posted in the finance system.
AI does this stepA person decides
What it draws on
- ERP and accounts payable
- Purchase orders
- Goods received
- Vendor contracts and rates
- Approved price lists
- Invoice and payment history
- Approval limits
- Dispute history
Where your people decide
Finance approves every dispute, payment change, accounting adjustment and message to a supplier.
What comes out
A tracked exception workflow with the evidence attached and an audit trail from detection to resolution.
What you would measure
- Invoice review hours
- Duplicate and incorrect payments
- Supplier credits recovered
- Time to resolve an exception
- Control exceptions per period
Cybersecurity and complianceIllustrative workflow
Turn security questionnaires into a maintained evidence library.
An enterprise customer sends a long security questionnaire. The answers live in policy documents, past assessments, audit evidence, security tools and the heads of individual control owners. Instead of rebuilding the same answers every time, the workflow maintains the evidence behind them.
Starts when
A questionnaire arrives, an audit approaches, or a piece of compliance evidence reaches its review or expiry date.
What it does
- 01ClassifyMaps each incoming question to your control and policy catalog.
- 02RetrievePulls the authorized evidence and the answers already approved.
- 03CheckConfirms the evidence is current, the policy version is right and the answer still applies.
- 04DraftWrites supported responses, each with a reference to its evidence.
- 05RouteSends gaps and stale evidence to the security and compliance owners, who fix them and approve every answer before it goes out.
- 06Submit and maintainSubmits the approved answers through the authorized process and keeps the reviewed evidence library current.
AI does this stepA person decides
What it draws on
- Security policies
- Prior questionnaires
- Audit reports and evidence
- Control ownership
- Architecture documentation
- Security tool evidence
- Remediation records
- Review schedules
Where your people decide
Security, legal and compliance approve every representation about your controls before it goes to a customer or an auditor.
What comes out
Faster responses with evidence behind every answer, consistent answers across customers, and clear ownership of every open gap.
What you would measure
- Questionnaire turnaround
- Repeat research hours
- Answer consistency
- Stale evidence found before an audit
- Security review time in the sales cycle
Beyond a one-time answerFour levels of useful AI
One task is an answer.
A workflow is a capability.
Researching one opportunity is a task. Detecting every relevant opportunity, judging it against your own product knowledge, routing the qualified ones to sales and tracking what happens is an operating capability. The first two levels are what your leaders get from the Executive Workbench. The last two are what we build with companies.
- IPersonal assistantResearch, writing, comparisons, tasks on websites. One person, one request at a time.
- IIConnected assistantAn agent on your email, files, calendar and CRM, doing the legwork for the person who directs it.
- IIICustom business workflowSeveral systems and departments coordinated by your business rules, with people approving what matters.
- IVContinuous operationsDetects the event, starts the process, handles the exceptions and measures the outcome, every time.
The Workbench is where most leaders start, and the tasks they hand it show which workflows to build next. About the Executive Workbench
What a workflow like this needs
None of these runs on a prompt. Each one needs four things from your business, and finding them is the first job of the assessment.
- Access to the systems it reads and writesThe CRM, the ERP, the record system or the ticketing tool, with the permissions and audit trail your security team requires.
- Information with an ownerThe catalog, the rate card, the policy library and the care plan, kept current by someone whose job it is.
- Rules written downWho may approve what, which price needs a signature, which claim counts as verified, when a case is escalated.
- A baseline to measure againstHow the work runs today, in numbers, so the result can be judged rather than felt.
The paid AI-Native Assessment finds the workflow worth building first and what it needs. How we work
What workflow is slowing your business down?
Tell us where your people spend their time copying, checking, reconciling or chasing information between systems. We will help you decide whether it is worth redesigning, and what information, connections and approvals it would take.