AI Margin Decision Sprint / One workflow, one decision
Decide whether your AI workflow is economically safe to scale.
AInvoice helps B2B software teams connect the complete cost of one AI workflow to successful outcomes and attributable revenue—so they can scale, reprice, redesign, measure first, or pause with evidence.
Start an inquiry01 / Expensive decisions
Decide where AI earns the right to continue.
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01.1
Scale
Which systems produce reliable, successful outcomes at an operating cost the business can defend?
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01.2
Redesign
Where do retries, tool calls, failures, escalation, and human review erase expected margin or throughput?
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01.3
Pause or stop
Which initiatives lack a measurable success signal or credible path to useful economics before more capital and complexity are added?
02 / Working method
Trace the economics from evidence to decision.
- RECONCILE
- NORMALIZE
- DEFINE_SUCCESS
- CALCULATE_UNIT_ECONOMICS
- APPLY_CONSTRAINTS
- QUANTIFY_UNCERTAINTY
- DECIDE
- VERIFY
03 / Fixed-scope service
AI Margin Decision Sprint
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03.1
One workflow. One period. One named decision.
In five business days after complete aggregate inputs are received, connect cost to serve, successful outcomes, and attributable revenue or price to a bounded scale, pricing, packaging, or cost-structure decision.
See the full sprint scope
04 / Fit and not fit
A bounded practice for measurable decisions.
Fit
- Production or near-production AI with measurable operating cost.
- A usable success or quality signal tied to a business outcome.
- An active scale, redesign, pause, or stop decision.
Not fit
- Token-only dashboards without an outcome decision.
- Generic AI strategy or broad implementation work.
- Requests for guaranteed ROI, savings, or unsupported proof.
Evidence and limits
Aggregate or sanitized data is the default. No prompts, credentials, raw logs, customer records, or production access by default.
The sprint provides bounded decision support, not guaranteed savings, ROI, or a full pricing transformation.
05 / Inquiry
Bring one expensive AI decision.
Share a work email if your team has measurable AI operating cost, a meaningful success signal, and a decision that needs a defensible economic frame. This form creates no account and promises no engagement.