Companies · AI / ML

Doc Gpt (1-4) LlcNew on the radar

FLOWER MOUND · AI / ML · refined from filed group “Other Technology

Diligence memoA one-page analyst read on Doc Gpt (1-4) Llc — recommendation, valuation, rhythm, risks.
$42.0M
Total raised · real
1
Rounds
Latest step-up
Top 6%
Sector rank · raised
Series C
Latest stage · inferred · Mon Dec 08 2025 00:00:00 GMT+0000 (Coordinated Universal Time)

Doc Gpt (1-4) Llc looks under-valued 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.

Under-valued
  • Modeled value is 0.65× the median modeled value of Series C AI / ML companies in 2025–2027 (16 peers) — value vs value, same stage and era.
Active
  • Last raise 7 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

Doc Gpt (1-4) 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
0.6 yr record
Peak capital year was 2025 with $42.0M across 1 filings.
Market position
ahead of 95% of AI / ML peers
Capital scale is ahead of 95% of AI / ML peers; modeled value is above 94% 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
Consistent
Canonical totals and visible filing detail are broadly aligned.
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: $42.0M across 1 filings.
  • Largest single filing was $42.0M on 2025-12-08.
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.
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

Doc Gpt (1-4) Llc is one of 2067 AI / ML companies tracked from FLOWER MOUND. By capital raised it ranks among the largest (ahead of 95% of sector peers), and among the largest 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
362
Investors (latest)
2025
Year incorporated
2025-12-08
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$125M$250M$375M$500MSeries C · 2025-12-08 Raised $42M (real) Modeled valuation $260M (est)$42M$260MSeries C2025

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
Series C$42.0M · 2025

Stages are modeled from round size (public records carry no series label). No record for: Pre-Seed, Seed, Series A, Series B — the company may have raised it under a different exemption, merged it into an adjacent record, or skipped it. Sequence completeness: 20%.

Modeled valuation trajectory
$260.0M
Base estimate est.
$159.0M
Conservative case
$324.3M
Upside case
$279.7M
Modeled post-money

Round size and date are reported; the stage label is inferred from round size (latest is Series Ca $40M–$100M round). Valuation is modeled from stage benchmarks scaled by the ai/ml sector profile. Directional, not a quoted figure.

Not enough modeled valuation points to chart a trajectory.

Model inputs · modeled:benchmark-stage-stepup-v1
15%
Dilution assumption
Implied ownership sold in the financing.
76%
Survival probability
57% low · 88% high
1.42×/yr
Annual markup
1.62×/yr upside case
0.6 yr
Elapsed time used
0.6 yr actual, capped for stale marks
ai/ml
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
Avg between rounds
Capital velocity
0.6 yr
On record since
2025
First round
New
First-time filer
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) 8.9× above median
This company$42.0M
Sector median$4.7M
Latest round — vs other Series C rounds in sector (real $, this stage) 0.8× of median
This company$42.0M
Sector median$55.3M
Modeled value — vs sector median (estimate, all stages) 9.3× above median
This company$260.0M
Sector median$27.9M

Raised more than 95% of sector peers (real $). Modeled value above 94% of peers (estimate).

Niche peers — same stage & era

A tighter cohort than the sector chart above — only companies at the same stage (Series C) 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 #15 of 16.

This companyCohort peer
$100.0M$1.0B$10.0M$100.0M$1.0BCapital raised (log)Akido Labs, Inc. · Series C Raised $84.3M · modeled $676.4M (est)Rad AI, Inc. · Series C Raised $123.9M · modeled $623.8M (est)Arize AI, Inc. · Series C Raised $111.2M · modeled $585.5M (est)CAST AI Group, Inc. · Series C Raised $153.5M · modeled $569.7M (est)Horizon 3 AI, Inc. · Series C Raised $148.5M · modeled $554.6M (est)Positron AI, Inc. · Series C Raised $75.1M · modeled $549.7M (est)Overland Ai Inc. · Series C Raised $122.3M · modeled $502.5M (est)Moonvalley AI Inc. · Series C Raised $116.3M · modeled $427.8M (est)Pactum AI, Inc. · Series C Raised $61.0M · modeled $377.0M (est)General Counsel AI, Inc. · Series C Raised $67.2M · modeled $355.2M (est)Abacum Inc. · Series C Raised $50.0M · modeled $322.5M (est)Unify AI Business Corp · Series C Raised $58.2M · modeled $305.9M (est)Doc Gpt (1-4) Llc (this company) Raised $42.0M · modeled $260.0M (est)Doc Gpt (1-4) Llc
CompanyStageRaised · realValue · estvs peer med.
Akido Labs, Inc.Series C$84.3M$676.4M1.68×
Rad AI, Inc.Series C$123.9M$623.8M1.55×
Arize AI, Inc.Series C$111.2M$585.5M1.45×
CAST AI Group, Inc.Series C$153.5M$569.7M1.42×
Horizon 3 AI, Inc.Series C$148.5M$554.6M1.38×
Positron AI, Inc.Series C$75.1M$549.7M1.37×
Overland Ai Inc.Series C$122.3M$502.5M1.25×
Moonvalley AI Inc.Series C$116.3M$427.8M1.06×
Pactum AI, Inc.Series C$61.0M$377.0M0.94×
General Counsel AI, Inc.Series C$67.2M$355.2M0.88×
Abacum Inc.Series C$50.0M$322.5M0.80×
Unify AI Business CorpSeries C$58.2M$305.9M0.76×
Doc Gpt (1-4) Llc this companySeries C$42.0M$260.0M0.65×
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.
Series C$42.0M2025-12-08$279.7M$260.0M90%
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. Series C$42.0M2025-12-08
    • First recorded raise — entered as Series C.
    • 362 investors on this round.
Intelligence
Modeled next raise
$67.1M
Modeled next size est.range $43.6M$107.4M
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
Geoff Dietrich9 other2025-12
Registry & provenance

Doc Gpt (1-4) 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
2112044
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.

CompanySectorStageRaised · realValue · estWhy similar
AIM Intelligent Machines, Inc.AI / MLSeries C$41.1M$356.4Msame sector · same stage
Starbridge.ai, Inc.AI / MLSeries C$43.8M$289.3Msame sector · same stage
Neuron7.ai, Inc.AI / MLSeries C$45.0M$422.6Msame sector · same stage
Abacum Inc.AI / MLSeries C$50.0M$322.5Msame sector · same stage
Docspot (1-4) LlcOther TechnologySeries C$43.5M$262.8Mnetwork1 shared operator · same stage
Unify AI Business CorpAI / MLSeries C$58.2M$305.9Msame sector · same stage
Palladyne AI Corp.AI / MLSeries C$60.8M$63.2Msame sector · same stage
Pactum AI, Inc.AI / MLSeries C$61.0M$377.0Msame 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
Catch GPT, Inc.AI / MLPre-Seed$2.0M89%
Ai4, LLCOther TechnologyPre-Seed$10.6M85%
Docu.ai, Inc.AI / MLSeed$42.5M84%
GRW AI Inc.AI / MLSeed$9.4M84%
Gparency LLCOther TechnologySeries A$1.1M83%
Docspot (1-4) LlcOther TechnologySeries C$262.8M83%
AI Software, LLCAI / MLSeries D+$2.9B83%
MD.ai, Inc.AI / MLSeed$74.5M83%
Frequently asked
How much funding has Doc Gpt (1-4) Llc raised?
Doc Gpt (1-4) Llc has raised approximately $42.0M in disclosed capital across 1 recorded financing round, aggregated from public filings.
What is Doc Gpt (1-4) Llc's estimated valuation?
Provath's modeled valuation for Doc Gpt (1-4) Llc is approximately $260.0M (modeled range $159.0M–$324.3M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Doc Gpt (1-4) Llc at?
Doc Gpt (1-4) Llc's latest modeled financing stage is Series C. Its most recent recorded round closed around Mon Dec 08.
What does Doc Gpt (1-4) Llc do and where is it based?
Doc Gpt (1-4) Llc operates in the AI / ML sector, based in FLOWER MOUND.
Explore related

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