Companies · AI / ML

Gaingels Orby AI LLC

BURLINGTON · AI / ML · refined from filed group “Other

Diligence memoA one-page analyst read on Gaingels Orby AI LLC — recommendation, valuation, rhythm, risks.
$357K
Total raised · real
1
Rounds
0.9×
Latest step-up
Top 34%
Sector rank · raised
Pre-Seed
Latest stage · inferred · Tue Apr 29 2025 00:00:00 GMT+0000 (Coordinated Universal Time)

Gaingels Orby AI LLC looks fair against its niche peers and is active on financing cadence.

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

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

Fair
  • Modeled value is 1.48× the median modeled value of Pre-Seed AI / ML companies in 2025–2027 (58 peers) — value vs value, same stage and era.
  • Within the normal band (148% of peer median) for its niche.
Active
  • Last raise 14 mo ago; this sector typically re-raises about every 11 months.
  • Raising on or ahead of the sector's normal rhythm.

Procedural diagnosis est. — rule-based common-sense checks over the filing pattern, issuer name, activity cadence, and surfaced operating evidence.

Issuer-vehicle patternmedium confidence

Gaingels Orby AI LLC behaves more like a recurring private-offering issuer than a conventional venture-backed operating company.

Issuer structure
Company-like
No recurring-offering pattern strong enough to override normal financing interpretation.
Lifecycle
1.2 yr record
Peak capital year was 2025 with $696K across 2 filings.
Market position
ahead of 67% of AI / ML peers
Capital scale is ahead of 67% of AI / ML peers; modeled value is above 65% of peers by modeled value. Large capital with mid-pack modeled value can signal an issuer/program profile rather than operating-company growth.
Valuation reliability
Normal applicability
Stage/dilution valuation models are weakest when the issuer is broad-sector, recurring, or vehicle-like.
Operating evidence
Sparse
No clear CEO/founder/principal role is surfaced, so operating-company confidence is lower.
Data quality
Needs review
Row-level filing totals differ from canonical totals, so amendment/superseded filtering should be checked.
What triggered this
  • Legal name looks like an issuer vehicle rather than a product company.
  • No clearly named CEO/founder/principal role in the public records surfaced here.
  • No verified homepage on the profile yet.
  • Capital program peaked in 2025: $696K across 2 filings.
  • Largest single filing was $357K on 2025-04-29.
  • Filing rows sum to $696K, while canonical raised total is $357K; likely amendments/superseded rows are mixed into the detail view.
How to read the page
  • Read this less like a startup funding journey and more like a capital-raising program.
  • Stage-based valuation and peer labels have lower applicability for this pattern.
  • Canonical filtering should be tightened before using row-level totals for diligence.
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 AI / ML

Gaingels Orby AI LLC is one of 2067 AI / ML companies tracked from BURLINGTON. By capital raised it ranks mid-pack (ahead of 67% of sector peers), and mid-pack by modeled valuation est..

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

ai/ml

As reported in public records reported — not modeled.

US
Jurisdiction
Rule 506(b)
Reg D exemption
17
Investors (latest)
2025
Year incorporated
2025-04-29
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$500K$1.0M$1.5M$2.0MPre-Seed · 2025-04-29 Raised $357K (real) Modeled valuation $1.2M (est)$357K$1.2MPre-Seed2025Pre-Seed · 2025-04-29 Raised $339K (real) Modeled valuation $1.1M (est)$339K$1.1MPre-Seed2025+$339KCumulative $696K

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$357K · 2025
Pre-Seed extension$339K · 2025

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

Modeled valuation trajectory
$1.2M
Base estimate est.
$233K
Conservative case
$3.0M
Upside case
$2.0M
Modeled post-money

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

Pre-Seed · modeled $1.2M · 2025-04-292025Pre-Seed · modeled $1.1M · 2025-04-292025
Model inputs · modeled:benchmark-stage-stepup-v1
18%
Dilution assumption
Implied ownership sold in the financing.
29%
Survival probability
12% low · 54% high
1.80×/yr
Annual markup
2.44×/yr upside case
1.2 yr
Elapsed time used
1.2 yr actual, capped for stale marks
ai/ml
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
0 mo
Avg between rounds
Capital velocity
1.2 yr
On record since
2025
First round
2
Rounds on file
How it compares to the market

Benchmarked against 2067 companies in AI / ML. 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) 0.1× of median
This company$357K
Sector median$4.7M
Latest round — vs other Pre-Seed rounds in sector (real $, this stage) 1.0× of median
This company$339K
Sector median$350K
Modeled value — vs sector median (estimate, all stages) 0.0× of median
This company$1.2M
Sector median$27.9M

Raised more than 67% of sector peers (real $). Modeled value above 65% of peers (estimate).

Niche peers — same stage & era

A tighter cohort than the sector chart above — only companies at the same stage (Pre-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 #20 of 58.

This companyCohort peer
$1.0M$10.0M$100K$1.0M$10.0MCapital raised (log)ToumAI · Pre-Seed Raised $1.0M · modeled $3.7M (est)Collation.AI, Inc. · Pre-Seed Raised $1.0M · modeled $3.6M (est)NOSIBLE · Pre-Seed Raised $1.0M · modeled $3.4M (est)Kernel Intelligence Inc. · Pre-Seed Raised $935K · modeled $3.3M (est)722 AI, Inc. · Pre-Seed Raised $1.0M · modeled $3.2M (est)i-GENTIC AI Inc. · Pre-Seed Raised $890K · modeled $2.9M (est)Brandrank.Ai Inc. · Pre-Seed Raised $1.8M · modeled $2.8M (est)Sinai.ai · Pre-Seed Raised $1.4M · modeled $2.6M (est)Nanovate · Pre-Seed Raised $1.0M · modeled $2.5M (est)Cardinal Holdings LLC · Pre-Seed Raised $619K · modeled $2.4M (est)Bella AI, Inc. · Pre-Seed Raised $650K · modeled $2.1M (est)Knot, Inc. · Pre-Seed Raised $1.9M · modeled $2.1M (est)Gaingels Orby AI LLC (this company) Raised $357K · modeled $1.2M (est)Gaingels Orby AI LLC
CompanyStageRaised · realValue · estvs peer med.
ToumAIPre-Seed$1.0M$3.7M4.68×
Collation.AI, Inc.Pre-Seed$1.0M$3.6M4.55×
NOSIBLEPre-Seed$1.0M$3.4M4.35×
Kernel Intelligence Inc.Pre-Seed$935K$3.3M4.25×
722 AI, Inc.Pre-Seed$1.0M$3.2M4.06×
i-GENTIC AI Inc.Pre-Seed$890K$2.9M3.69×
Brandrank.Ai Inc.Pre-Seed$1.8M$2.8M3.54×
Sinai.aiPre-Seed$1.4M$2.6M3.34×
NanovatePre-Seed$1.0M$2.5M3.14×
Cardinal Holdings LLCPre-Seed$619K$2.4M3.03×
Bella AI, Inc.Pre-Seed$650K$2.1M2.69×
Knot, Inc.Pre-Seed$1.9M$2.1M2.68×
Gaingels Orby AI LLC this companyPre-Seed$357K$1.2M1.48×
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$357K2025-04-29$2.0M$1.2M90%
Pre-Seed$339K2025-04-29$1.9M$1.1M90%
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$357K2025-04-29
    • First recorded raise — entered as Pre-Seed.
    • 18 investors on this round.
  2. Pre-Seed$339K2025-04-29
    • Filed alongside the prior round (same month) — likely a tranche or amendment.
    • Round roughly the size of the prior one.
    • 17 investors on this round.
Intelligence
Modeled next raise
$339K
Modeled next size est.range $339K$542K
0.9×
Last step-up
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
Paul Grossinge2025-04
Registry & provenance

Gaingels Orby AI LLC 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
2067430
SEC CIK
2025
Incorporated
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.

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QWERKY AI, Inc.AI / MLPre-Seed$400K$831Ksame sector · same stage
One Intelligence Holdings Inc.AI / MLPre-Seed$400K$1.5Msame sector · same stage
Mission Media AI Inc.AI / MLPre-Seed$300K$831Ksame sector · same stage
Origins AI IncAI / MLPre-Seed$300K$734Ksame sector · same stage
Sigmatic ai CorpAI / MLPre-Seed$300K$1.3Msame 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
Gaingels Iris AI LLCAI / MLPre-Seed$215K94%
Gaingels EZ AI LLCAI / MLPre-Seed$1.4M92%
Gaingels Spot AI LLCAI / MLPre-Seed$568K92%
Gaingels Rad AI LLCAI / MLPre-Seed$1.1M91%
Gaingels Synthesis AI LLCAI / MLPre-Seed$1.2M91%
Gaingels Fletch ai LLCAI / MLPre-Seed$3.5M91%
Gaingels Scout AI LLCAI / MLPre-Seed$754K91%
Gaingels Limbic AI LLCAI / MLPre-Seed$883K91%
Frequently asked
How much funding has Gaingels Orby AI LLC raised?
Gaingels Orby AI LLC has raised approximately $357K in disclosed capital across 1 recorded financing round, aggregated from public filings.
What is Gaingels Orby AI LLC's estimated valuation?
Provath's modeled valuation for Gaingels Orby AI LLC is approximately $1.2M (modeled range $233K–$3.0M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Gaingels Orby AI LLC at?
Gaingels Orby AI LLC's latest modeled financing stage is Pre-Seed. Its most recent recorded round closed around Tue Apr 29.
What does Gaingels Orby AI LLC do and where is it based?
Gaingels Orby AI LLC operates in the AI / ML sector, based in BURLINGTON.
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