Report
Eff. 2026‑08

The long version

Everything the front page leaves out: where this studio sits in this market, how the ladder is priced, the depth claimed per estate with the export and the failure mode named, how the guarantee actually works, what gets refused, and a numbered source for every figure.

Figures about the market are researched and graded. No client figure appears anywhere on this site; every worked example is labelled synthetic.

Position

Market position

Six tiers sell cloud cost work; the seventh row of the table below is this studio, placed there so the comparison is on one axis. They differ less in method than in what they will put in writing before a call. None of the seventeen firms and vendor programs surveyed publishes a deal size, a client-size band or a staffing ratio.11

Who sells this, and what they publish
TierNamed in the researchStated engagement shapePrices published
Global SI and Big 4Accenture, Deloitte, PwC, EY, KPMG, DXCCapability assessment, operating-model design, then a managed service. KPMG states an eight-week cost investigation.11No
Mid-market SIRackspace, Slalom, Presidio, Mission Cloud, ThoughtworksWorkshop, assessment, accelerator, then gainshare. Slalom lists an eight-hour Azure workshop as a priced item.11Partly
Boutique and soloDuckbill, THNKBIG, Dysnix, and named independentsProject or retainer, mostly AWS, mostly sold through a media brand or a personal network.1116No
Savings-share softwareMilkStraw, Pump, Glassity, Usage.ai, AntimetalNo fee unless savings land. Published rates cluster between 5% and 20% of realized savings.10Yes, as a percentage
Tooling vendorsVantage, CloudZero, Finout, ProsperOps, Cast AI, Apptio, FlexeraSubscription, plus paid implementation services sold on top of their own product.14Partly
In-house teamTypically at 50M+ annual spendRoughly one practitioner per 5M to 10M of annual cloud spend.2Not applicable
This studioFixed-feeA fixed-fee ladder entered through a $900 export check, plus a monthly watch retainer. Rung fees are quoted at the teardown debrief and fixed at signature.Entry price only

No firm listed above is a client, a reference, or a commercial relationship of any kind. They are named because their offerings are public and checkable.

The survey everyone quotes when describing this market (861 respondents, about 69B of tracked spend5) skews heavily to enterprises, and the practice it describes now reports to a CTO or CIO rather than to Finance.17MEDIUM CONFIDENCE The buyer in the band below is not in that sample, which is most of why the band is under-served.

Four documented gaps

The 500K to 5M spend band
Too much waste to ignore, too little to justify a hire, and below the floor of a two-month assessment.12MEDIUM CONFIDENCE
AI, GPU and inference attribution
Organizations tracking AI cost went 31% in 2024, 63% in 2025, 98% in 2026. Per-tenant token and GPU attribution needs a join between provider usage exports and your own request logs, which no vendor can ship for you.3
Kubernetes chargeback
Around 70% of requested CPU and memory is never used, and chargeback adoption sits near 14%. The node is the billing unit; the namespace is the ownership unit.4MEDIUM CONFIDENCE
Pre-deployment cost visibility
Getting engineers to act on cost recommendations is the most-cited unsolved problem, named by roughly 40% of practitioners.13MEDIUM CONFIDENCE

Rates in the tiers above run to hundreds an hour, four figures a day, or a five-figure monthly retainer.8 This studio publishes no hourly rate at all: a fixed fee is the only price at which a buyer can compare an unknown against a known.

Scope

Scope, and the argument against it

The research argued for a narrow wedge: AWS, Kubernetes and LLM spend only, refusing Azure and GCP for the first twelve months. The scope actually sold is wider: AWS, Azure, GCP and AI spend. That decision was made deliberately and it creates a real credibility problem, because a studio claiming three clouds reads as a generalist.

The compensating control is the depth-per-estate section below. Every estate states its export of record and one named failure mode you can check against your own bill in an afternoon. Where depth is scoped rather than deep, the word used is “scoped”, and re-architecture on those estates is referred out rather than sold.

All major providers now export FOCUS-conformant billing data,6 which is what makes a single normalized schema across three estates feasible at all. GCP’s FOCUS export was still Preview in August 2026,7 MEDIUM CONFIDENCE so on GCP it is a cross-check and the detailed usage export to BigQuery is the pipeline.

3Estates sold
1Engineers
$900Fixed entry
±3%Invoice tolerance

Pricing

How the ladder is priced

One price is published: the $900 export check, three days, credited in full against the teardown. Every rung past it is a fixed fee in USD, quoted at the teardown debrief from the teardown’s own findings and fixed at signature. Nothing is a starting point and there is no hourly rate.

Fixed fees, USD · net 15 · quoted at the teardown debrief
RungPrerequisitePayment
Spend TeardownNoneHalf at signature, half at readout. Net 15.
Instrumentation BuildSpend TeardownPer stage, on acceptance. Net 15.
Margin WatchNoneMonthly in advance. Net 15. 3-month term, then monthly, 30 days notice.
Inference Cost ControlsSpend TeardownHalf at signature, half on acceptance. Net 15.

Terms, the guarantee and the payment schedule:pricing.

Who signs it, and what lands
RungSigned byProduces
Spend TeardownVP Engineering or Head of Platform, with the CFO or finance lead in the readoutWhere the money goes, in dollars, reconciled to invoice.
Instrumentation BuildVP Engineering, who can sign each stage alone.Cost per customer, feature and environment in one FOCUS-normalized schema.
Margin WatchVP Engineering at a company where gross margin is now a board-level numberA weekly variance report, plus pull requests that ship fixes.
Inference Cost ControlsHead of ML Platform or the staff engineer who owns the inference pathRouting, caching, capacity shape and per-request cost attribution, shipped behind flags.

For context only: aggregator sources put structured FinOps engagements at five to six figures,9LOW CONFIDENCE and savings-share providers at 5–20% of realized savings.10 Savings-share is not offered here, because it requires baseline-measurement infrastructure and a balance sheet that can survive a disputed calculation. Neither exists.

Questions

Questions and artifacts

Every question this offer has to survive has a written answer somewhere on this site. This is the index of which artifact answers which question. Nothing in it is behind a call.

The question, and the thing that answers it
QuestionArtifactWhere
Where does the money actually go?90-day model reconciled within 3% of invoice, plus a ranked waste list traced to export rowsSpend Teardown
What does one customer cost us?The cost-per-customer derivation, written out with the queryMethodology · Derivation
How is shared cost split?Five ordered passes, each removing cost from the pool the next may splitMethodology · Shared cost
How wrong can the number be?A stated tolerance of ±3%, with the residual reported line by lineMethodology · Tolerance
What can this not tell us?The limits section, written before you grant a credentialMethodology · Limits
What exactly will you be able to see?Per-provider read roles, and the boundary that excludes prompt and completion payloadsAccess · Boundary
What happens if you disappear?The continuity clause; fees prorate to work deliveredAccess
What does it cost, and when do we pay?The $900 entry, the payment schedule, and how rung fees are set at the teardown debriefPricing · Entry
What if you find nothing?The findings guarantee, with what counts and what is excludedPricing · Guarantee
Why trust a studio with no SOC 2 report?The absent-controls table, and credentials you create and revokePricing · Procurement
When should we not hire you?The cases where this is the wrong purchaseNote

Depth

Depth per estate

Depth is claimed as a number of cells out of five, with the export of record named and one failure mode stated in enough detail that you can check it against your own bill. A claim you cannot check is not a claim.

Estate · export of record · failure mode
EstateDepthExport of recordOne named failure mode
AWSdeepCUR 2.0 to S3, FOCUS 1.1 as cross-checkresource_tags_user_* columns exist only from the day a tag is activated, and activation is not retroactive
AI · LLM · GPUdeepBedrock invocation logs, Admin API usage, DCGMDCGM_FI_DEV_GPU_UTIL reads near 100% whenever one kernel is resident, so it cannot see waste
KubernetesdeepEKS split cost data, OpenCost, GKE labelsthe node is the billing unit and the namespace is the ownership unit, and no console bridges the two
AzurescopedCost Management to ADLS Gen2 · amortized AND actualunused reservation charges land on the billing profile, not the subscription that should have consumed them
GCPscopedDetailed usage export to BigQuery, plus pricingcredits arrive as separate negative rows and must be filtered by credits.type or the number double-discounts

No per-estate methodology page is published yet, so no failure-mode count is claimed for one. The arithmetic that applies to all of them is at methodology.

Arithmetic

The arithmetic

The full derivation, the queries and one worked synthetic month live at methodology. This is the shape of it, so you know what you are opening.

The cost basis is amortized effective cost, never unblended: unblended is wrong for unit economics by exactly your commitment discount. Shared cost is split in five ordered passes, and the order is the claim: each pass removes cost from the pool the next one is allowed to split.

  1. 01Reconcile to invoiceMiss it and nothing above holds.
  2. 02Remove directly attributableDedicated resources leave at cost.
  3. 03Decompose idle, two ownersProvisioning, then manifests.
  4. 04Split on a measured driverA month's mix is not an hour's.
  5. 05Report the remainderNAT and cross-AZ carry no tag.

The model reconciles to within ±3% of the invoice, and the residual is reported line by line rather than absorbed. A model that ties out to the cent is hiding something: the note. What the arithmetic cannot say is written down before you grant a credential:limits.

Guarantee

Guarantee mechanics

If a teardown does not identify three times its fee in annualized savings, you pay nothing and keep every artifact: the report, the queries and the model.

A guarantee is only as good as its definitions, so both halves are published. The exclusions are the half that works against the studio.

Counts as a finding
Itemized, owned, priced
Traced to rows in your export
At your effective rate, never list
Excluded from the 3×
Already ticketed before kickoff
Pricing or contract changes
Engineering time, risk, reliability

Acceptance criteria and the cap per rung are on pricing. Savings are counted at your effective rate, never at list, which is the difference between an honest number and a flattering one.

3×Findings floor
$900Fixed entry, credited
±3%Invoice tolerance
Read-onlyAccess, revocable

Refusals

What gets refused

Tooling has absorbed commitment laddering, basic rightsizing, Kubernetes allocation math and pre-deploy estimates.14MEDIUM CONFIDENCE Selling those by hand would be selling a worse version of software you can buy. Each row below is declared on the service page that excludes it.

Not sold here · what already does it
Not soldWhat already does itDeclared on
Commitment buyingProsperOps, ZestySpend Teardown · Margin Watch
Terraform cost estimatesInfracostSpend Teardown · Inference Cost Controls
A dashboardVantage, GrafanaSpend Teardown
Azure or GCP re-architecturereferred outSpend Teardown · Margin Watch
A dashboard productVantage, your BI toolInstrumentation Build
Warehouse migrationthe warehouse you runInstrumentation Build
Eval toolingLangfuse, BraintrustInstrumentation Build
GCP FOCUS as sole pipelinecross-check onlyInstrumentation Build
24/7 pagingyour rotaMargin Watch
Staff augmentationcapped at eight hoursMargin Watch
Eval harness authoringyour eval suiteInference Cost Controls
Deep GPU serving workseparately quotedInference Cost Controls
The migration itselfthe memo, not the moveInference Cost Controls

No vendor named on this site pays this studio anything.

Absent

What is absent

Buyers at this size run a security and vendor review. These are the findings that review will produce, written down before it starts. Mid-size and enterprise buyers routinely require seven-figure per-claim and aggregate errors-and-omissions cover;12 none is bound.

Absent · compensating control
AbsentCompensating control
No SOC 2 reportCredentials you create and revoke; no write access exists
No staffing redundancy claimedContinuity clause; fees prorate to work delivered
No case studiesPublished arithmetic; every example labelled synthetic
No named founder on this siteNamed by email before signature
No E&O policyNone bound. No certificate exists to send you.

Access

Access boundary

Every credential is created by you, scoped to read, time-boxed to the engagement and revocable by you at any time. There is no write access anywhere in the ladder, and no access to prompt or completion payloads. The exact policy documents are on access.

Read scopes requested, by estate
Scope requestedPolicy
AWS · billing read, CUR prefix, tag and resource metadataExact policy
Azure · Cost Management Reader, read on the export containerExact policy
GCP · billing viewer and BigQuery Data ViewerExact policy
LLM and GPU · usage and cost read scope onlyExact policy
Repositories and CI · where pull requests landExact policy
Kubernetes · read-only RBAC where inference runsExact policy

The boundary in full: data boundary ·no SOC 2 ·continuity ·the appendix, verbatim.

Reading

Further reading

The long-form depth is in the notes. Each states whether its figures are synthetic or drawn from public data before you start reading it.

Sources

Sources

Every market figure on this page is numbered here with its confidence grade and the research artifact it came from. Where the two artifacts disagree about a grade, the lower one is used and the disagreement is stated. Source 15 is the only case so far, and it is left in the list rather than quietly dropped, because the way a studio handles a figure it cannot stand behind is more informative than the figure.

  1. 1Outsourced cost engineering is framed as most compelling at roughly 500K to 5M of annual cloud spend: too much waste to ignore, too little to justify an in-house hire.infracost.io · marketsandmarkets.com · verified-findings.json · credentials-and-entryMEDIUM CONFIDENCE
  2. 2Staffing rule of thumb of roughly one FinOps practitioner per 5M to 10M of annual cloud spend.infracost.io · finops.org · verified-findings.json · credentials-and-entryMEDIUM CONFIDENCE
  3. 3Share of organizations tracking AI cost: 31% in 2024, 63% in 2025, 98% in 2026.nops.io · verified-findings.json · credentials-and-entryHIGH CONFIDENCE
  4. 4Roughly 70% of requested Kubernetes CPU and memory is never used; chargeback adoption sits near 14% and showback near 13%.spendark.com · cast.ai · verified-findings.json · credentials-and-entryMEDIUM CONFIDENCESecondary sources citing primary surveys. Not verified against the survey text.
  5. 5State of FinOps 2025 surveyed 861 respondents representing about 69B of tracked cloud spend, skewed to enterprises.data.finops.org · verified-findings.json · credentials-and-entryHIGH CONFIDENCE
  6. 6All major providers now export FOCUS-conformant billing data natively.focus.finops.org · verified-findings.json · big-consultanciesHIGH CONFIDENCE
  7. 7GCP's FOCUS export was still Preview as of August 2026, which is why it is used as a cross-check and never as the sole pipeline.focus.finops.org · strategy-report.md §3MEDIUM CONFIDENCE
  8. 8Independent FinOps consultants commonly charge hundreds an hour, four figures a day, or five-figure monthly retainers.ziprecruiter.com · verified-findings.json · big-consultanciesHIGH CONFIDENCE
  9. 9Structured FinOps engagements are commonly quoted at five to six figures by aggregator sources.assets.applytosupply.digitalmarketplace.service.gov.uk · verified-findings.json · solo-consulting-mechanicsLOW CONFIDENCEAggregator figure, not published by any named firm.
  10. 10Published savings-share rates among small AWS cost providers cluster between 5% and 20% of realized savings.milkstraw.ai · verified-findings.json · demand-and-painHIGH CONFIDENCE
  11. 11Across the seventeen firms and partner programs researched, none publishes deal sizes, client-size segmentation or staffing ratios.rackspace.com · verified-findings.json · solo-consulting-mechanics (cross-referenced synthesis)HIGH CONFIDENCE
  12. 12Errors-and-omissions minimums demanded by mid-size and Fortune 500 buyers are seven figures per claim and per aggregate.embroker.com · verified-findings.json · boutiques-and-solosHIGH CONFIDENCE
  13. 13Getting engineers to act on cost recommendations is the most-cited unsolved pain point, named by roughly 40% of practitioners, alongside pre-deployment cost visibility.holori.com · data.finops.org · verified-findings.json · credentials-and-entryMEDIUM CONFIDENCE
  14. 14Commitment laddering, basic rightsizing, Kubernetes allocation math and pre-deploy estimates have been absorbed by tooling; vendors still sell paid implementation services on top of their own products.prosperops.com · opencost.io · verified-findings.json · tooling-vendorsMEDIUM CONFIDENCE
  15. 15The FinOps Certified Practitioner credential is often quoted as appearing in 94% of FinOps job postings, against fewer than 30,000 holders and 80,000+ open roles.notjustexam.com · verified-findings.json · big-consultancies, downgraded by strategy-report.md §2LOW CONFIDENCEThe two research artifacts disagree. verified-findings.json grades this high; the strategy memo downgrades it, tracing the demand figure to a single blog against job boards showing roughly 1,900 US roles. The lower grade is used here, and the credential is not claimed on this site.
  16. 16Most independent technical consultants land a first client through referral, with a realistic ramp of five to six months.davidafields.com · goingsolo.substack.com · verified-findings.json · boutiques-and-solosHIGH CONFIDENCE
  17. 17FinOps has moved to a CTO or CIO reporting line rather than Finance, with organizational integration reported near 78%.finops.org · data.finops.org · verified-findings.json · big-consultanciesMEDIUM CONFIDENCEThe two cited sources phrase this differently, one as a reporting line and one as an integration rate, so the percentage is carried at medium confidence.

Next

If you got this far

The first step is a $900 export check: three days, read-only access you create and revoke, and a written go or no-go on whether your billing exports can support the rest of the ladder at all. It is the cheapest way to find out that the answer is no.

Write the email ·hello@costmechanic.com