Rivvun AI — System of Outcomes

Direct Spend Assurance

Find, qualify, execute and verify direct materials savings.

Category playbooks · Qualified opportunities · Owned execution · Finance-accepted value
What this solution does

Direct Spend Assurance uses category-specific playbooks and connected commercial evidence to find, qualify, execute and verify direct material cost savings.

Why direct-spend savings stall

A price variance is not a savings opportunity until the economics, constraints and action are clear.

Direct materials are shaped by specification, index, yield, freight, volume, plant context and supplier dependency. A purchase price variance (PPV) dashboard shows movement. It does not tell you what is addressable, which lever applies or how the value gets implemented. Rivvun goes beyond the PPV dashboard to answer all three.

PPV tells you where price moved. Rivvun explains why, isolates the addressable value, applies the right category play, gets the action executed and verifies the direct materials savings that reach COGS.

Product experience

From category playbook to finance-accepted savings.

System of Outcomes
Detect → Recover → Prevent → Scale

Category Savings Playbooks

Proven category levers, encoded for execution

Start with the economics of the category — not a generic variance dashboard.

  • Cost model. Comparable spend. Category ontology.
  • Prebuilt levers. Eligibility. Exclusions.
  • Benchmarks. Indices. Contract and plant context.
  • Evidence thresholds. Guardrails. Permitted actions.
Spend Steward · Commercial terms & rule library Configured
Category Savings Playbooks

Opportunity Discovery

Find, normalize and qualify the savings signal

Convert price and landed-cost variance into a defensible opportunity.

  • Normalize supplier, item, specification, UOM, plant, region, period and landed cost.
  • Separate market or index movement from noncompliance and structural cost.
  • Detect harmonization, index, freight, specification, tier and allocation plays.
  • Quantify eligible spend, baseline, gross opportunity and qualified value.
  • Rank by value, feasibility, time to value, supplier dependency and risk.
Invoice Steward · Value cockpit Qualified
Opportunity Discovery

Opportunity Case & Decision

Evidence, business case, owner and approval

Make the opportunity decision-ready for the category manager and finance.

  • State the savings lever and transaction population.
  • Attach contract, index, specification, freight and operating evidence.
  • Explain root cause and rejected alternatives.
  • Recommend negotiate, source, harmonize, correct, rebalance or recover.
Invoice Steward · Assessment & decision Decision-ready
Opportunity Case & Decision

Execution & Value Realization

Action register to finance-verified outcome

Close the loop beyond the dashboard.

  • Connect the sourcing, negotiation, amendment, price-file, PO, claim or operational action.
  • Track supplier response, approvals, milestones, dependencies and write-back.
  • Validate the next PO, receipt, invoice, credit, payment or production evidence.
  • Activate forward control and monitor benefit erosion.
Leakage Steward · Case & action register Verified
Execution & Value Realization
Illustrative Model

What a packaging scan finds

$180M
Packaging spend in scope
7
Plants, one item master
14
Suppliers · 2,300 SKUs
340k
PO & invoice lines, 12 months

The challenge

Checking 340,000 lines by hand at 200 lines a day is about seven analyst-years — for one category, for one year. That is why the work never gets done.

What agents find

Same spec, four prices
$1.6M
The index moves one way
$870K
Volume tier never applied
$520K
Surcharges above formula
$410K
Substitutions priced at list
$290K
Total identified
$3.69M
Value realization
$3.69M
Identified
$2.90M
Validated
$1.20M
Recoverable now
$1.70M
Preventable forward
Industry lens

Typical industry use cases

The same solution, in the language of your industry — where this problem lives and what the agents do about it.

CPG

Packaging: the index moves one way

Resin and board indices reset quarterly, freight surcharges float and plants run their own release schedules. Increases arrive inside the contractual window; decreases arrive late or not at all — and the same board grade carries four prices at four plants because nobody can test the lines.

What agentic AI changes

The agents recompute the allowed price for every packaging line on its transaction date — index formula, tier, surcharge and substitution rule included — and test all of it, not a sample. Asymmetric pass-through, missed tiers and surcharge drift become recoverable findings and a monthly pre-payment control.

Industrial Manufacturing

Metals indexation and surcharge discipline

Steel and aluminum LTAs carry index formulas, scrap and alloy surcharges, and tooling amortization embedded in piece price. Surcharges get billed above the published index, amortization keeps billing after the tool is paid off, and PPV reports show the variance without the cause.

What agentic AI changes

The agents recompute each receipt’s contractual price from the index in force, test surcharge lines against the published series, and track amortization against the tooling schedule. PPV separates into market movement versus billing error — one is explained to finance, the other is recovered from the supplier.

Common questions

What is direct spend management?

Direct spend management covers the materials, components, packaging, freight, production services and related supplier economics that flow directly into the goods a company produces and into COGS. Rivvun complements sourcing, ERP and source-to-pay systems with a value-assurance and execution layer that applies category playbooks, qualifies savings opportunities, manages action and verifies the financial outcome.

What is Direct Spend Assurance?

Direct Spend Assurance is Rivvun’s agentic AI solution for finding, qualifying, executing and verifying direct material cost savings. It connects category economics, supplier contracts, price files, item and material data, POs, receipts, freight, quality, invoices and credits so procurement can move from a savings signal to an owned action and finance-accepted result.

How is Direct Spend Assurance different from a PPV dashboard?

A purchase price variance (PPV) dashboard shows movement against a standard, prior price or budget. Rivvun’s AI agents go further: they normalize the contract, index, specification, UOM, plant and landed-cost basis; determine whether the variance is addressable; apply the relevant category savings playbook; prepare the opportunity case; track execution; and verify the result in subsequent transactions. Your category managers and finance keep the decisions.

How does Rivvun identify direct material cost savings?

Rivvun first creates a comparable spend population by resolving supplier, item, specification, UOM, plant, period and landed-cost differences. It then separates market or index movement from contract noncompliance and structural cost, applies category-specific savings levers, quantifies gross and addressable value, tests feasibility and risk, and ranks the opportunities for action.

What is total landed cost optimization?

Total landed cost optimization evaluates the complete economics of a material or movement — not only the unit price. The analysis can include contracted price, indexation, freight, fuel, accessorials, duties, taxes, fees, UOM and pack conversion, quality, yield and operational constraints. Rivvun uses that normalized basis to identify opportunities and verify whether the implemented change reduced the cost actually paid.

How does commodity and index-based price compliance work?

Rivvun recalculates the expected price using the governing benchmark, formula, lag, FX basis, floor, cap, reset date, volume tier and effective period. It compares that expected amount with the price file, PO and invoice, separates valid market movement from incorrect application, and routes the variance into correction, negotiation or recovery as appropriate.

How does plant price harmonization create savings?

Rivvun normalizes material identity, specification, UOM, freight basis, volume, contract term and plant context before comparing prices. Legitimate local differences remain visible; unexplained dispersion becomes a qualified harmonization opportunity that can be executed through supplier negotiation, price-file correction, volume reallocation, specification standardization or a sourcing event.

Which category-specific savings playbooks can Rivvun support?

Playbooks are configured to the customer’s category strategy and evidence. Examples include corrugated packaging, where the levers may include board grade, dimensions, print, order pattern, freight and supplier allocation; ingredients and commodities, covering index, grade, yield, source mix, tiers and freight; MRO spare parts, covering part identity, alternates, markup and supplier rationalization; and inbound freight, covering lane, mode, fuel, accessorials, allocation and compliance.

Can Rivvun work with messy item masters and inconsistent units of measure?

Yes. Rivvun resolves supplier parents and aliases, item and material identities, specifications, pack sizes, units, plants and alternates with lineage and confidence. Unresolved or conflicting records are routed for review rather than forced into a comparable cohort or savings calculation.

How do procurement and finance verify direct-material savings?

Rivvun keeps the value lifecycle explicit: identified, qualified, approved, committed, implemented and finance accepted. Each case carries the normalized baseline, comparable transaction population, evidence, action, owner and implementation record. Finance acceptance is based on subsequent PO, receipt, invoice, credit, payment or production evidence and the customer’s approved value methodology.

What is a Direct Spend Savings Scan?

A Direct Spend Savings Scan is a bounded assessment of one category, material family, supplier group or plant cluster. Rivvun applies the relevant playbooks, normalizes the spend population, returns qualified opportunities and decision-ready cases, advances selected actions and establishes the evidence and acceptance method required for scaling.

Does Rivvun replace ERP, source-to-pay or spend analytics?

No. ERP and source-to-pay remain the systems of record and process. Spend analytics continues to provide broad visibility. Rivvun works across those systems as the category-led value-assurance and execution layer that connects commercial evidence to opportunities, governed actions and finance-verified outcomes.

Start with one category

Find the lever. Qualify the value. Execute the action. Verify the savings.

Pick one category, material family, supplier group or plant cluster. Rivvun applies the relevant playbooks, normalizes the spend population, returns qualified opportunities and decision-ready cases, advances the selected actions and establishes the evidence and acceptance method required to scale.

Start a direct spend savings scan