SMB predictive-maintenance CAC is roughly fixed per site, the cycle runs 5-11 months, and the CMMS land-and-expand vendors are the wrong benchmark
The question
What is fully-loaded CAC and sales-cycle length for an SMB predictive-maintenance pilot-to-paid conversion, benchmarked against MaintainX / UpKeep / Fiix land-and-expand motions?
Context: this is the one unknown the parent brief [[2026-07-03-smb-predictive-maintenance-unit-economics]] left open for Vertical #2 of [[2026-05-03-opportunity-map]]. The parent found the unit economics workable but called CAC "the actual gate".
Source-quality labels used below: [filing] = public filing or public record · [vendor] = vendor's own claim · [3rd-party est.] = data aggregator or analyst estimate · [competitor claim] = published by a vendor that sells a competing product · [inference] = Ray's arithmetic on the cited inputs, not observed data.
What we already know (from the vault)
- The parent brief re-underwrote per-asset pricing to $100-400/mo per critical asset (not the map's $400-1,500). That means ~400-800 monitored assets for $1M ARR. It named CAC per site and hours-to-close as the gate, and said the map's 4-week, <$5k pilot experiment should test them [[2026-07-03-smb-predictive-maintenance-unit-economics]].
- The opportunity map itself calls the sales cycle "the killer" and SMB industrial "a hand-to-hand-combat sales motion." It sets the incumbent integrator alternative at $100-250k install + $5-20k/mo, and the retrofit offer at $4-15k/mo all-in per site [[2026-05-03-opportunity-map]].
- Mostly Metrics' CAC-payback method: CAC / (new MRR x gross margin). Lag spend by the sales cycle (SMB 30 days, mid-market 90, enterprise 180). Target <18 months for blended private software [[2026-05-11-mostlymetrics-cac-payback-calculation]]. Q1 2026 benchmarks show CAC up and NDR down across SaaS (direction only; the magnitudes are in a paywalled PDF, not retrieved) [[2026-05-14-mostly-metrics-q1-2026-startup-benchmarks]].
- The Sept 1 brief reframes #2 as a choice between per-asset subscription (Formic shape) and owning the reliability outcome (Gecko shape). It notes the crew model "does not scale down to a $500/mo account" [[2026-09-01-service-as-software-physical-verticals]].
- Status check: since May, the
physical-ai-thesisproject folder has held only the opportunity map. The vault has research briefs on #2 (Jul 3, Jul 24, Sep 1) but no record of the 4-week pilot experiment running. phData became the MAIN bet on 2026-06-08. The acquisition lane reopened on 2026-08-30, and its outreach plan lists the opportunity map as "the build-not-buy alternative competing for the same capital" [[2026-08-30-pre-market-outreach-channel-plan]], [[2026-08-30-shortlist-refresh-scored]].
What the web says
- MaintainX is the land-and-expand leader, and it runs on software, not installs. It claims 11K+ customers and 11M+ assets, raised a $150M Series D at a $2.5B valuation in 2025, and markets a "sensor-agnostic" machine-health layer on top of the CMMS
[vendor](getmaintainx.com). Latka lists ~$115.5M ARR and759 employees$10.5k ARR per customer** and ~$150k ARR per employee[3rd-party est.](getlatka.com). That implies **[inference]. - The CMMS land motion is freemium plus per-seat pricing. MaintainX, UpKeep and Fiix all run free tiers (1-3 users, limited assets). MaintainX Essential starts at $20/user/mo, and paid feature tiers cluster at $45-75/user/mo
[3rd-party est.](fieldservicesoftware.io, freemaint.com). No public CAC, sales-cycle or conversion figures exist for any of the three. MaintainX and UpKeep are private. Fiix sits inside Rockwell Automation (acquired 2020[filing]; not re-fetched this session), and Rockwell reports do not break it out[inference]. - Deployment time by vendor: MaintainX 2-4 weeks, UpKeep 4-8 weeks, Fiix 3-6 months. UpKeep's proprietary Edge sensor costs "escalate quickly as you add sensors"
[competitor claim]; the source is Factory AI, which sells a competing product (f7i.ai). - A predictive-maintenance pilot takes longer than CMMS onboarding. An initial pilot on one production line typically takes 3-6 months. The source says a pilot that does not pay for itself within 18 months should be reviewed
[competitor claim], same vendor (f7i.ai via search). The same source names "pilot purgatory" (sensors deployed, nobody acts on the data) as the most frequent SMB failure mode. - No quantitative pilot-to-paid rate surfaced. The IIoT World "Breaking Pilot Purgatory" piece, the obvious candidate, contains zero figures: no failure rate, pilot duration, or study citation (iiot-world.com). Treat any widely repeated "X% of IIoT pilots fail" stat as unsourced until a primary citation is found.
Convergences and contradictions
- Contradiction: the CMMS vendors are the wrong CAC comparison. MaintainX, UpKeep and Fiix sell software to a maintenance manager who can self-serve. The land is free, time-to-value is 2-8 weeks, and expansion is per seat. RDCO's offer needs a site visit, a sensor install, and a 3-6 month pilot before anyone can see results. Its sales cycle is enterprise-length (the 180-day lag bucket) on an SMB wallet. The Mostly Metrics lag table does not anticipate that pairing, and it is the worst one on it.
- Convergence: sales cycle is the binding risk. The vault ("sales cycle is the killer") and the web (3-6 month pilots, pilot purgatory as the top failure) agree. Neither offers a hard conversion rate, so the number below is modeled, not observed.
- Convergence on wallet size. MaintainX's ~$10.5k ARR per customer
[inference]roughly matches the parent's realistic SMB envelope: 5-10 critical assets x $100-400/mo ≈ $6-48k/yr. SMB plants spend in the low five figures per year on maintenance software. The opportunity map's $4-15k/mo per site ($48-180k/yr) is 5-15x that.
Synthesis for RDCO
Plain status first: Vertical #2 is dormant, not killed. The opportunity map still carries status: live. But the project has had no build activity since May, the pilot experiment has no vault record of running, and the founder's live threads are phData (main bet) and the acquisition lane. The acquisition plan names this vertical as the build-not-buy option competing for the same capital. This brief answers the open question so the vertical can be formally kept or retired. It is not a case for reviving it.
The modeled answer [inference]. Inputs: 3 sensors at ~$300 plus a gateway and a contractor install ≈ $1.5-2.5k per pilot. Founder time ≈ 45-80 hours per pilot (prospecting, 2-3 site visits, pilot reviews, close), priced at a notional $150/hr opportunity cost. Pilot-to-paid conversion of 33-50%, since no benchmark exists. Fully-loaded CAC ≈ $15-45k per paid site, and roughly 80% of it is founder time. Sales cycle ≈ 5-11 months first-touch to paid: 1-3 months to agree a pilot, the 3-6 month pilot itself, and 1-2 months to contract. CAC payback depends almost entirely on per-site price:
- At the parent's realistic ~$1,250/mo per site and 50% gross margin, payback is 24-72 months. That fails the <18-month bar.
- At the map's $4k+/mo per site, payback is 7-22 months. That passes.
- The break-even is
$2.8-3.3k/mo per site ($33-40k ACV): 3-4x what MaintainX averages per customer.
CAC is roughly fixed per site, so per-site price, not per-asset price, decides whether the vertical works.
The throughput math is harsher than the CAC math, and it ties straight to the demand-generation constraint. At moonlighting capacity (~8-10 hrs/week, ~400-500 hrs/yr) and 45-80 hours per pilot, one founder runs ~5-11 pilots a year, which yields ~2-5 paid sites and ~$30-90k of new ARR per year [inference]. At that rate $1M ARR takes 11+ years, well past the 3-5 year tuck-in exit window. The agent stack compresses monitoring and coordination, but it does not compress prospecting or site visits, the two biggest hour buckets. This vertical is the most demand-generation-heavy option on RDCO's map, and demand generation, not capital, is the binding constraint (per the founder, 2026-07-31). A solo, cold, direct-sales version should not be revived.
Two routes would change the answer (Ray-selected, awaiting the founder's read). (1) Treat the CMMS installed base as a channel, not a benchmark. MaintainX markets a sensor-agnostic machine-health layer to 11K customers. A monitoring-plus-work-order agent that writes into MaintainX would sell to plants that already have a CMMS habit and budget. That swaps the cold-prospecting hours for a partner or integration listing. Whether such a program exists and on what terms is unverified. (2) Buy the first site. The Aug 30 acquisition ruling added an AI-interfacing-with-hardware lane (job shops, CAD-CAM, print shops). An owned shop would be a captive first site and a referral base, turning #2 from a cold demand-generation problem into an expansion problem. If neither route is taken, retire #2 to a watch item.
Why this is in the vault
It answers the single load-bearing unknown the Jul 3 parent brief left on Vertical #2 of the 2026-05-03 opportunity map. It gives the founder a concrete basis to keep or retire the build option that the Aug 30 acquisition plan names as competing for the same capital.
Open follow-ups
- What pilot-to-paid rates, pilot lengths and per-site ACVs do SMB-focused sensor-plus-CMMS vendors (Tractian, KCF Technologies, Nanoprecise) disclose in case studies, funding announcements or interviews? Tractian especially is the closer comp than MaintainX.
- Does MaintainX, UpKeep or Fiix run a sensor or monitoring partner program that gives third-party providers access to their customers, and on what revenue-share or listing terms?
- Which channel partners (HVAC and mechanical service contractors, industrial distributors like Applied Industrial or Motion) resell condition monitoring to SMB plants, and what margin do they take?
- Is there any primary-sourced pilot-to-scale failure rate for IIoT or predictive-maintenance pilots, or is the "pilot purgatory" statistic entirely unsourced folklore?
- The Mostly Metrics Q1 2026 CAC-payback-by-ACV-band figures (paywalled): what payback do sub-$50k ACV companies actually run?
Related
- [[2026-07-03-smb-predictive-maintenance-unit-economics]]
- [[2026-05-03-opportunity-map]]
- [[2026-09-01-service-as-software-physical-verticals]]
- [[2026-05-11-mostlymetrics-cac-payback-calculation]]
- [[2026-05-14-mostly-metrics-q1-2026-startup-benchmarks]]
- [[2026-05-11-mostlymetrics-ltv-cac-nickelback]]
- [[2026-08-30-pre-market-outreach-channel-plan]]
- [[2026-08-30-shortlist-refresh-scored]]
Sources
- Vault: [[2026-07-03-smb-predictive-maintenance-unit-economics]] (06-reference/research/)
- Vault: [[2026-05-03-opportunity-map]] (01-projects/physical-ai-thesis/)
- Vault: [[2026-09-01-service-as-software-physical-verticals]] (06-reference/research/)
- Vault: [[2026-05-11-mostlymetrics-cac-payback-calculation]] (06-reference/)
- Vault: [[2026-05-14-mostly-metrics-q1-2026-startup-benchmarks]] (06-reference/; full PDF paywalled, not retrieved)
- Vault: [[2026-05-11-mostlymetrics-ltv-cac-nickelback]] (06-reference/)
- Vault: [[2026-08-30-pre-market-outreach-channel-plan]] (01-projects/acquisitions/)
- Vault: [[2026-08-30-shortlist-refresh-scored]] (01-projects/acquisitions/)
- Web: MaintainX Series D announcement (vendor) - https://www.getmaintainx.com/newsroom/maintainx-raises-150m
- Web: Latka, MaintainX revenue estimate (3rd-party est.) - https://getlatka.com/companies/getmaintainx.com
- Web: Factory AI, Fiix vs MaintainX vs UpKeep 2026 (competitor claim) - https://f7i.ai/blog/fiix-vs-maintainx-vs-upkeep-the-2026-battle-for-the-shop-floor
- Web: Factory AI, evaluating PdM providers for SMB manufacturing (competitor claim; search snippet only) - https://f7i.ai/blog/how-to-evaluate-predictive-maintenance-providers-for-smb-manufacturing-a-2026-strategy-for-high-roi-reliability
- Web: Field Service Software, best CMMS 2026 (3rd-party) - https://fieldservicesoftware.io/best-cmms-software/
- Web: FreeMaint, free vs paid CMMS (competitor claim) - https://freemaint.com/blog/free-cmms-vs-paid-comparison
- Web: IIoT World, Breaking Pilot Purgatory (fetched; no quantitative content) - https://www.iiot-world.com/smart-manufacturing/discrete-manufacturing/breaking-pilot-purgatory/