Build the margin recovery agent: a $250k base plus gain-share on recovered deductions is the honest path to $1M–$5M deals
Asked (summary)
The team’s current product is weak in a crowded space — what else could they build, given long-horizon agents and strong LLMs?
Asked (follow-up)
“i don't like this either. how about something where ACV must be above $200k, and some deals could potentially be in the millions?”
This recommendation is built from 28 curated, source-linked rows spanning many hosts: 10 on market economics, 8 on commercial precedents, 8 on the competitive landscape, and 2 on Action’s own technology from its published legal documents. Several figures are vendor case studies or secondary market claims and are labelled as directional, not audited.
The product loop: one deduction, claim to cash
Each box is a stage the agent runs autonomously; hover or tap a stage for what it does and the systems it touches. Blue is agent work, green is the cash outcome, grey is human approval. The loop below the row feeds denials and root causes back upstream — the data moat.
HP Hood tripled invalid-deduction recovery to $5M a year and cut open deductions 85% with automated deduction management — a vendor case study, but the clearest proof a single large supplier justifies seven-figure value. highradius.com
A $1B consumer-goods supplier faces $10–30M of deductions a year (1–3% of revenue), and automation lifts invalid-deduction recovery from ~50% to 85–95% — directional market figures. grokipedia.com
Outcome pricing is already normal here: HighRadius advertises $0 implementation and gain-share post go-live, and specialist firms like STAT run pure contingency — so a base-plus-gain-share model will not shock procurement. highradius.com, statrecovery.com
The space is not empty: Glimpse raised a $35M Series A led by a16z ($52M total) with 200+ CPG brands, and iNymbus, HighRadius, Fractal and contingency firms all operate here — the wedge is upmarket and narrower, not first-mover. marketingagent.blog
Action’s published documents describe credentialed actions on third-party systems, configured agents executing workflows, approvals and document handling — the same shape as portal-heavy, multi-week recovery cases, though nothing suggests CPG, SAP or EDI expertise today. action.so
Deal economics: why deals clear $200k and can reach millions
Annual contract value = $250k base + gain-share
Pricing hypotheses, not market data. Model: paid 6–8 week diagnostic at $75k–$150k, then a $250k annual platform and operations minimum, plus 10–20% of independently measured incremental cash recovered. A capped first year is offered where procurement needs budget certainty. Recovery is accepted credits or cash — never gross disputed dollars.
Beachhead: narrow on purpose
Shortage and compliance deductions only — not “all deductions.”
Walmart and Amazon first; add Target, Kroger, Costco, UNFI and KeHE after the playbook proves out.
US food, beverage, household-products and apparel suppliers, $500M–$5B revenue.
Qualify on SAP, a trade-promotion system, and at least $10M of annual deductions.
Economic buyer: CFO or Chief Accounting Officer sponsors; VP Shared Services, VP Order-to-Cash, Controller or head of RGM owns deployment. Funded from recovered revenue and avoided write-offs, not a software budget.
Team gaps: real and blocking
Public team detail is sparse; no visible CPG, SAP, trade-promotion, EDI, order-to-cash or enterprise-finance expertise.
Hire 1: a former deduction-management or AR shared-services executive from a large CPG company — before significant product code.
Hire 2: an SAP/EDI integration lead.
Hire 3: an enterprise seller with CFO and shared-services relationships.
Consider acquiring a small deduction-recovery consultancy for domain operators, historical claims and immediate revenue.
90-day validation plan
Hire or contract the CPG deduction operator first.
Interview 20 CFOs/VPs of shared services at $500M+ suppliers; collect anonymized remittance and deduction samples from at least five.
Secure two paid diagnostics at $75k+ each — no free pilots.
Process one retailer and two reason-code families end to end, manually plus agentically.
Demonstrate at least $1M of credible recoverable claims in diagnostic data, or a path to $500k+ annual customer value.
Convert one diagnostic to a $250k+ minimum plus gain-share agreement.
Kill criteria
No access to claims and remittance data.
Retailer portal terms block automation.
Customers insist on pure contingency with no base fee.
Fewer than 20% of deductions are contestable in the chosen segment, or evidence is unavailable.
Incumbent recovery providers already pursue nearly all valid claims.
Measured incremental recovery cannot exceed 5–10× the fixed fee.
And the decisive gate: if Action cannot secure exclusive design-partner data or beat incumbents on recovery yield, deployment time or portal coverage, it should not enter. Broader insurance-claims modernization offers $600k–$1.9M builds but demands actuarial logic, regulatory controls and carrier distribution Action has not demonstrated; deduction recovery sits closer to its browser, workflow and document technology and has a cleaner cash baseline.
All 28 evidence rows
Vendor case studies and secondary market claims are directional, not audited facts; no single source backs more than half the rows.
Type
Entity
Finding
Key figure
Source
Method: 28 curated source-linked research rows gathered for this recommendation — 10 market-economics, 8 commercial-precedent, 8 competitive-landscape and 2 Action technology-fit rows — each with its source URL; dollar figures are as stated by the cited pages (several are vendor claims and are labelled directional); the deal calculator shows pricing hypotheses, not observed contracts; long findings and metrics are truncated in the table for space, with full text on the linked pages.