The reliable spine
The non-AI spine is the dashboard itself: agreed metric definitions wired once over the connected layer, the utilization, bench, project-health, seat, SLA and recurring-revenue calculations, all current and traceable.
IT & Software Services
Utilization, bench and delivery dashboards
Utilization is the master number in a people business and it is a spreadsheet that is a week stale. The founder cannot see, right now, who is idle, which project is bleeding margin, which practice is under-utilised, and how the bench is trending. For a staffing firm the bench is existential and margin-per-placement by client and skill is the whole P&L, yet it is computed once a month if at all. Decisions that should be made this week wait on a month-end that arrives too late to act on. For a SaaS or product company, MRR, ARR, net revenue retention, churn and expansion are the business, and most run them in a fragile spreadsheet pulled by hand off the billing console. The cohort view, how each month's signups retain and expand, is rebuilt manually if it exists, so the founder cannot see which channel or plan brings durable revenue and which leaks out in three months. Decisions about pricing, packaging and where to spend wait on a number that is stale and disputed.
Who has it
The daily operating screen across the industry: IT services and software-development firms (utilization and project health), staffing and managed-services providers (bench and margin-per-placement, existential), BPO / KPO and support operations (seat and SLA), and SaaS and product companies (the recurring-revenue operating screen), with services firms that carry recurring AMC and support revenue close behind.
What we build
Always-current dashboards over the connected layer: utilization by person, project, practice and month; bench and ageing of the bench; project health and margin; for staffing, margin-per-placement by client and skill; for the floor, seat and SLA. One screen the founder or COO actually opens, with the metric definitions agreed and wired once. Always-current recurring-revenue dashboards over the connected product-and-revenue layer: MRR/ARR movement (new, expansion, contraction, churn), net and gross revenue retention, cohort retention and expansion, and the funnel from signup to paid. The metric definitions, what counts as churn, how trials and discounts are handled, agreed and wired once so the number stops being an argument.
What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
Where AI helps
AI is limited to surfacing a notable movement, for example an unusual dip in utilization or a churn spike, for a person to investigate; it never owns the number or the decision.
Who signs off
A named person signs off anything touching money, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
The founder and managers run the week off live numbers instead of last month's ghost; idle people, bleeding projects and a forming bench become visible while there is still time to act. The founder runs the business off live recurring-revenue numbers instead of a stale sheet; churn and contraction are seen as they happen; pricing and channel decisions stand on a cohort view instead of a feeling.
Illustrative outcome
A few points of utilization recovered by acting on idle time and bench early, large money in a people business; for a product firm, earlier action on churn and contraction and a recurring-revenue picture the board and the founder both trust. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
How this one gets built.
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
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What tends to pair with this one.
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