One dashboard to replace the BI sprawl. $100K out of run-cost. Sub-account margin, finally visible.
How a growth-stage Payment Service Provider collapsed a fragmented BI stack into a single source of truth — eliminating $100K in annual tool spend and surfacing the true platform economics of every sub-account it processes.
A PSP scaling past its BI stack. sideb.io collapsed it to one source of truth — and $100K out of run-cost.
A growth-stage Payment Service Provider had outgrown a fragmented Business Intelligence stack — multiple vendors, overlapping pipelines, and no consolidated view of true platform cost per sub-account. sideb.io was engaged under AIOps Enablement as the AI operating partner: senior expertise embedded into the team to design and deploy a centralized dashboard.
The outcome was both hard-dollar and operational: $100K eliminated in annual BI tool spend, sub-account-level margin visibility for the first time, and a step-change in how fast the leadership team could act on platform economics.
A messy BI stack hiding the answer to “which sub-accounts are actually profitable?”
- Fragmented BI tooling. Multiple overlapping BI platforms, dashboarding tools, and data-warehouse adjuncts — each licensed separately, each maintained by a different team, none telling a consistent story.
- No sub-account margin visibility. PSP economics live or die on the cost-to-serve of every sub-account — interchange, scheme fees, chargeback risk, support load. Those numbers existed across five systems and didn't reconcile.
- Redundant tool spend. Multiple vendors solving overlapping problems — paid for in full on annual contracts, with no clear owner to rationalize.
- Lagging decisions. Margin reviews ran on a monthly cadence at best — meaning by the time an unprofitable sub-account was flagged, another full cycle of losses had already booked.
- Vendor lock-in risk. The internal instinct was to consolidate by buying another all-in-one BI suite — re-creating the lock-in problem one layer up.
sideb.io embedded as the AI operating partner — designed and deployed a vendor-neutral single source of truth.
AIOps Enablement plugged senior AI capability into the org without the cost or lock-in of a permanent hire. Decisions stayed with the client; sideb.io owned design, build velocity, and the rollout playbook.
- 01 BI stack & policy review. Audited every active BI license, pipeline, and dashboard. Mapped overlap, identified the contracts driving the most spend without proportional value, and produced a rationalization plan.
- 02 Single-source-of-truth design. Defined a vendor-neutral data model anchored on sub-account as the primary unit of economics — interchange, scheme fees, chargebacks, support cost, settlement timing, FX exposure.
- 03 Custom margin dashboard. Deployed a centralized dashboard exposing true cost-to-serve per sub-account — replacing five tools the team used to flip between, surfaced in real-time instead of monthly.
- 04 Adoption & ROI playbook. Enabled finance, product, and commercial teams on the new view, with rituals to act on it weekly — pricing, off-boarding, capacity, and risk decisions all anchored on the same numbers.
- 05 Tool consolidation & exit. Decommissioned redundant BI vendors on a planned schedule — locking in $100K of annual run-cost savings without disrupting reporting continuity.
The $100K is the easy number. The compounding value is bigger.
Beyond the headline savings, three structural improvements re-shaped how the business runs.
~30+ hours reclaimed per month across finance & product
Manual reconciliation across five BI surfaces was a standing tax on the most senior analysts in the room. Conservatively: 2 finance analysts × 8 hrs/wk + 1 product lead × 4 hrs/wk = ~80 hrs/month on reconciliation alone. The single source of truth cut that to under 10 hrs/month for spot-checks. At a blended fully-loaded rate of ~$95/hr, that's roughly $80K of recovered analyst capacity per year — redeployed into pricing strategy and risk work that actually moves margin.
Mispriced sub-accounts surfaced and corrected — six figures of margin recovered
Once true cost-to-serve was visible per sub-account, the commercial team identified a meaningful share of accounts pricing below cost on a fully-loaded basis. Renegotiating, re-tiering, or off-boarding the structurally unprofitable tail produced an estimated $120K–$180K of margin uplift annually from full visibility — recurring, not one-off.
From lagging monthly reports to real-time agentic-commerce insight
Margin reviews shifted from a backwards-looking monthly ritual to a real-time operating loop. Pricing, risk, and capacity decisions now happen within the same week a signal appears — not 30–60 days later. That speed compounds: every cycle saved is one less full period of unprofitable volume booked, and one earlier window to capture upside on accounts trending the right way.
~10–12x first-year return on a single AIOps Enablement engagement.
$300K–$360K of combined first-year value against a ~$30K engagement — a conservative 10–12x return in year one, before factoring in the compounding decision-speed benefit. The dashboard, the data model, and the rituals stay with the client.
Figures based on the client's reported $100K hard savings + sideb.io-modeled extended value using blended analyst rates and the share of mispriced sub-account volume the dashboard surfaced. Margin-uplift range reflects renegotiation vs. off-boarding mix.
If your BI stack is sprawling and the answer to “which line of business is actually profitable?” lives across five tools — that's the engagement.
AIOps Enablement plugs senior AI capability into your team as a retainer — no headcount commitment, no vendor lock-in, decisions stay with you.