Companies · Computers

Quantum Computing Inc.

LEESBURG · Computers

Diligence memoA one-page analyst read on Quantum Computing Inc. — recommendation, valuation, rhythm, risks.
$8.0M
Total raised · real
5
Rounds
4.6×
Latest step-up
Top 25%
Sector rank · raised
Seed
Latest stage · inferred · Wed Nov 25 2020 00:00:00 GMT+0000 (Coordinated Universal Time)

Quantum Computing Inc. looks over-valued against its niche peers and is dormant on financing cadence.

Synthesized from the figures below est. — every claim rests on a number shown on this page. Valuation uses the software/compute sector profile.

Analyst read est. — computed against this company's niche peers in the same era. Inputs shown; not a quoted figure.

Over-valued
  • Modeled value is 1.80× the median modeled value of Seed Computers companies in 2019–2021 (48 peers) — value vs value, same stage and era.
Dormant
  • Last raise 5.6 yr ago; this sector typically re-raises about every 12 months.
  • Silent for over 3× the sector's normal cadence.
Leadership

No named principal in this company's public records yet — see all operators below.

Explore how these operators interlock with other companies in the operator network.

Where it sits in Computers

Quantum Computing Inc. is one of 1370 Computers companies tracked from LEESBURG. By capital raised it ranks in the upper tier (ahead of 76% of sector peers), and in the upper tier by modeled valuation est..

Ranking is computed against this company's own sector cohort — reported capital is fact; valuation tiers are modeled.

As reported in public records reported — not modeled.

US
Jurisdiction
Rule 506(b)
Reg D exemption
30
Investors (latest)
2020-11-25
First sale
Amount raised vs valuation, by round

Solid bars are reported offering amounts reported; hatched bars are the modeled post-money valuation est. — both on one shared scale so you can read raise-vs-worth at each round directly. Use the toggles to overlay data labels and the niche-peer / market average value lines.

Amount raised · realModeled valuation · estCumulative funded · real
$0$50M$100M$150M$200MPre-Seed · 2018-01-16 Raised $500K (real) Modeled valuation $25M (est)$500K$25MPre-Seed2018Seed · 2018-03-26 Raised $3.2M (real) Modeled valuation $132M (est)$3.2M$132MSeed2018Seed · 2018-03-26 Raised $3.2M (real) Modeled valuation $132M (est)$3.2M$132MSeed2018Seed · 2020-06-20 Raised $342K (real) Modeled valuation $14M (est)$342K$14MSeed2020Seed · 2020-09-03 Raised $708K (real) Modeled valuation $26M (est)$708K$26MSeed2020Seed · 2020-11-25 Raised $3.2M (real) Modeled valuation $107M (est)$3.2M$107MSeed2020+$3.2M+$3.2M+$342K+$708K+$3.2MCumulative $11M

The line shows cumulative reported funding over the period; + labels show new capital added between points when there is room. Toggle on-bar figures, plus the niche-peer and market averages, to read this company against its cohort. Benchmarks are modeled medians.

Financing ladder & sequence gaps
Pre-Seed$500K · 2018
Seed$3.2M · 2018
Seed extension$3.2M · 2018
Seed extension$342K · 2020
Seed extension$708K · 2020
Seed extension$3.2M · 2020

Stages are modeled from round size (public records carry no series label). Ladder is contiguous — every modeled rung has a record.

Modeled valuation trajectory
$107.3M
Base estimate est.
$2.9M
Conservative case
$755.0M
Upside case
$16.1M
Modeled post-money

Round size and date are reported; the stage label is inferred from round size (latest is Seeda $1.0M–$4.0M round). Valuation is modeled from stage benchmarks scaled by the software/compute sector profile. Directional, not a quoted figure.

Pre-Seed · modeled $25.4M · 2018-01-162018Seed · modeled $132.4M · 2018-03-26Seed · modeled $132.4M · 2018-03-26Seed · modeled $14.0M · 2020-06-20Seed · modeled $26.4M · 2020-09-03Seed · modeled $107.3M · 2020-11-252020
Model inputs · modeled:benchmark-stage-stepup-v1
20%
Dilution assumption
Implied ownership sold in the financing.
40%
Survival probability
18% low · 62% high
1.65×/yr
Annual markup
2.17×/yr upside case
5.6 yr
Elapsed time used
5.6 yr actual, capped for stale marks
software/compute
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
7 mo
Avg between rounds
$2.8M/yr
Capital velocity
8.5 yr
On record since
2018
First round
6
Rounds on file
How it compares to the market

Benchmarked against 1370 companies in Computers. Each bar is a median (the middle company, not an average — outliers don't skew it). Two yardsticks: real money raised (reported on Form D) and modeled value (our estimate est.). These are whole-sector medians across all stages, except the per-stage row.

Total raised — vs sector median (real $, all stages) 4.2× above median
This company$8.0M
Sector median$1.9M
Latest round — vs other Seed rounds in sector (real $, this stage) 1.9× above median
This company$3.2M
Sector median$1.7M
Modeled value — vs sector median (estimate, all stages) 3.3× above median
This company$107.3M
Sector median$33.0M

Raised more than 76% of sector peers (real $). Modeled value above 73% of peers (estimate).

Niche peers — same stage & era

A tighter cohort than the sector chart above — only companies at the same stage (Seed) that last raised in the same ~3-year era, ranked by modeled value est. (not money raised). This is the exact set the analyst read compares against, so a like-for-like cohort is what makes "over/under-valued" meaningful. This company ranks #7 of 48.

This companyCohort peer
$10.0M$100.0M$1.0B$1.0M$10.0MCapital raised (log)EmbTrak, Inc. · Seed Raised $4.0M · modeled $163.2M (est)Yottabyte LLC · Seed Raised $6.0M · modeled $160.9M (est)Sigma IQ, Inc. · Seed Raised $3.5M · modeled $142.8M (est)Mission East Inc. · Seed Raised $3.2M · modeled $132.2M (est)MAGALIX Corp · Seed Raised $3.7M · modeled $130.7M (est)Oort Inc. · Seed Raised $3.5M · modeled $127.3M (est)Project Lucy Inc. · Seed Raised $4.0M · modeled $103.5M (est)MX3 Data Storage · Seed Raised $6.0M · modeled $95.9M (est)Allied Gaming North America Llc · Seed Raised $2.3M · modeled $93.8M (est)Trainiac, Inc. · Seed Raised $2.2M · modeled $91.2M (est)FrontierBPM, Inc. · Seed Raised $3.1M · modeled $89.7M (est)Quantum Computing Inc. (this company) Raised $8.0M · modeled $107.3M (est)Quantum Computing Inc.
CompanyStageRaised · realValue · estvs peer med.
EmbTrak, Inc.Seed$4.0M$163.2M2.74×
Yottabyte LLCSeed$6.0M$160.9M2.70×
Sigma IQ, Inc.Seed$3.5M$142.8M2.40×
Mission East Inc.Seed$3.2M$132.2M2.22×
MAGALIX CorpSeed$3.7M$130.7M2.20×
Oort Inc.Seed$3.5M$127.3M2.14×
Quantum Computing Inc. this companySeed$8.0M$107.3M1.80×
Project Lucy Inc.Seed$4.0M$103.5M1.74×
MX3 Data StorageSeed$6.0M$95.9M1.61×
Allied Gaming North America LlcSeed$2.3M$93.8M1.58×
Trainiac, Inc.Seed$2.2M$91.2M1.53×
FrontierBPM, Inc.Seed$3.1M$89.7M1.51×
Full financing history

Stage is inferred from round size est., not reported on the filing — a round's dollar size maps to a bucket: Pre-Seed <$1.0M · Seed $1.0M–$4.0M · Series A $4.0M–$15M · Series B $15M–$40M · Series C $40M–$100M · Series D+ $100M–$400M · Growth/Late >$400M.

StageAmount · realAnnouncedPost-money · estValue · estConf.
Pre-Seed$500K2018-01-16$2.8M$25.4M90%
Seed$3.2M2018-03-26$16.2M$132.4M90%
Seed$3.2M2018-03-26$16.2M$132.4M90%
Seed$342K2020-06-20$1.7M$14.0M90%
Seed$708K2020-09-03$3.5M$26.4M90%
Seed$3.2M2020-11-25$16.1M$107.3M90%
What happened at each round

Step-up, pace versus the sector's normal cadence, and revenue/exemption moves — read straight from the reported round facts reported.

  1. Pre-Seed$500K2018-01-16
    • First recorded raise — entered as Pre-Seed.
    • 5 investors on this round.
  2. Seed$3.2M2018-03-26
    • Came back fast: 2 mo vs the ~12 mo sector norm.
    • Round 6.5× larger than the prior — scaling up.
    • 67 investors on this round.
  3. Seed$3.2M2018-03-26
    • Filed alongside the prior round (same month) — likely a tranche or amendment.
    • Round roughly the size of the prior one.
    • 67 investors on this round.
  4. Seed$342K2020-06-20
    • Raised again after 27 mo — slower than the ~12 mo sector norm.
    • Round 9.5× smaller than the prior — bridge or down round.
    • 3 investors on this round.
  5. Seed$708K2020-09-03
    • Came back fast: 2 mo vs the ~12 mo sector norm.
    • Round 2.1× larger than the prior — scaling up.
    • 21 investors on this round.
  6. Seed$3.2M2020-11-25
    • Came back fast: 3 mo vs the ~12 mo sector norm.
    • Round 4.6× larger than the prior — scaling up.
    • 30 investors on this round.
Intelligence
2021 ~Q2
Modeled next raise · ~7mo cadence
$9.7M
Modeled next size est.range $6.3M$15.5M
4.6×
Last step-up
$2.8M/yr
Capital velocity

Predictive signals are modeled est. from this company's own cadence and step-up, plus sector benchmarks — directional, not advice. Peer set and a CSV export live in your analyst workspace.

Key people & operators

Officers, directors and promoters named in this company's public recordsreported — the people who run it (not its investors). "Also runs" counts come from name-matching across all records, so verify before acting.

PersonRoleAlso runsTied since
CHRISTOPHER ROBERTS6 other2018-01
Justin Schreiber1 other2018-01
Robert Liscouski1 other2018-01
Bertrand Velge2018-01
Registry & provenance

Quantum Computing Inc. is an official record sourced from the U.S. Securities and Exchange Commission (SEC). U.S. data is aggregated from SEC Form D filings.

United States
Country of record
US
Jurisdiction
1758009
SEC CIK
Similar companies

Nearest neighbours across the whole database — matched on sector, stage and capital scale, and on shared operators (officers or directors named at both companies in public filings). A discovery shortlist, not a valuation cohort — verify before acting, the same way modeled figures are directional.

CompanySectorStageRaised · realValue · estWhy similar
Ninja Metrics Inc.ComputersSeed$7.9M$65.5Msame sector · same stage
Nuvixa, Inc.ComputersSeed$8.1M$53.0Msame sector · same stage
VanGogh Imaging, Inc.ComputersSeed$7.8M$88.5Msame sector · same stage
Shareaholic, Inc.ComputersSeed$7.6M$94.7Msame sector · same stage
Synfora IncComputersSeed$7.2M$103.6Msame sector · same stage
Combinenet, Inc.ComputersSeed$9.1M$86.4Msame sector · same stage
Cirrus Data Solutions, Inc.ComputersSeed$7.0M$48.4Msame sector · same stage
Certify Data Systems IncComputersSeed$9.4M$147.3Msame sector · same stage
Semantically similar

Matched by meaning, not labels — a local language model reads each company's name, sector and description and ranks the closest in that learned space. This catches look-alikes that cross sector boundaries; the structured list above explains its matches, this one trusts the text. Directional, like every modeled signal here.

CompanySectorStageValue · estMatch
Quantum Circuits, Inc.Other TechnologySeries B$228.1M90%
Quantum Qool, Inc.Other TechnologySeed$6.4M90%
Quantum Simulation Technologies, Inc.Software / TechSeries A$119.5M88%
QuantumXchange, Inc.Other TechnologySeries B$70.2M87%
Quantum Formatics Corp.Other TechnologySeed$4.1M87%
Quantum Art, Inc.Other TechnologySeries A$127.6M86%
Quantum Loophole, Inc.Other TechnologySeries B$546.2M86%
QodeX Quantum, Inc.Other TechnologyPre-Seed$1.2M86%
Frequently asked
How much funding has Quantum Computing Inc. raised?
Quantum Computing Inc. has raised approximately $8.0M in disclosed capital across 5 recorded financing rounds, aggregated from public filings.
What is Quantum Computing Inc.'s estimated valuation?
Provath's modeled valuation for Quantum Computing Inc. is approximately $107.3M (modeled range $2.9M–$755.0M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Quantum Computing Inc. at?
Quantum Computing Inc.'s latest modeled financing stage is Seed. Its most recent recorded round closed around Wed Nov 25.
What does Quantum Computing Inc. do and where is it based?
Quantum Computing Inc. operates in the Computers sector, based in LEESBURG.
Explore related

See where Quantum Computing Inc. sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.

Is this your company?

If you work at Quantum Computing Inc., claim this profile or suggest a correction. We aggregate from public filings, so help us keep your description, website and links accurate.

Is this your company? Update your profile or add contact details — and choose exactly who can reach you. Reviewed before anything is published.