Companies · Software / Tech

Bixby Research & Analytics LLC

CHICAGO · Software / Tech · refined from filed group “Other Technology

Diligence memoA one-page analyst read on Bixby Research & Analytics LLC — recommendation, valuation, rhythm, risks.
$7.3M
Total raised · real
3
Rounds
5.0×
Latest step-up
Top 39%
Sector rank · raised
Series A
Latest stage · inferred · Tue Apr 04 2023 00:00:00 GMT+0000 (Coordinated Universal Time)

Bixby Research & Analytics LLC looks fair against its niche peers and is at-risk on financing cadence.

Synthesized from the figures below est. — every claim rests on a number shown on this page. Valuation uses the technology 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 0.99× the median modeled value of Series A Software / Tech companies in 2022–2024 (413 peers) — value vs value, same stage and era.
  • Within the normal band (99% of peer median) for its niche.
At-risk
  • Last raise 3.2 yr ago; this sector typically re-raises about every 13 months.
  • Past due for a raise versus sector cadence — watch for distress or a bridge.

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

Issuer-vehicle patternmedium confidence

Bixby Research & Analytics 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
7.0 yr record
Peak capital year was 2023 with $5.5M across 1 filings.
Market position
ahead of 62% of Software / Tech peers
Capital scale is ahead of 62% of Software / Tech peers; modeled value is above 58% 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 2023: $5.5M across 1 filings.
  • Largest single filing was $5.5M on 2023-04-04.
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.
  • The more important signal is lifecycle: repeated filings ended years ago, so current activity needs outside confirmation.
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 Software / Tech

Bixby Research & Analytics LLC is one of 3920 Software / Tech companies tracked from CHICAGO. By capital raised it ranks mid-pack (ahead of 62% 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.

As reported in public records reported — not modeled.

US
Jurisdiction
Rule 506(b)
Reg D exemption
8
Investors (latest)
2018
Year incorporated
2023-04-04
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$25M$50M$75M$100MPre-Seed · 2019-06-28 Raised $700K (real) Modeled valuation $30M (est)$700K$30MPre-Seed2019Seed · 2021-06-30 Raised $1.1M (real) Modeled valuation $23M (est)$1.1M$23MSeed2021Series A · 2023-04-04 Raised $5.5M (real) Modeled valuation $50M (est)$5.5M$50MSeries A2023+$1.1M+$5.5MCumulative $7.3M

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$700K · 2019
Seed$1.1M · 2021
Series A$5.5M · 2023

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

Modeled valuation trajectory
$50.1M
Base estimate est.
$7.3M
Conservative case
$144.2M
Upside case
$25.0M
Modeled post-money

Round size and date are reported; the stage label is inferred from round size (latest is Series Aa $4.0M–$15M round). Valuation is modeled from stage benchmarks scaled by the technology sector profile. Directional, not a quoted figure.

Pre-Seed · modeled $29.7M · 2019-06-282019Seed · modeled $23.3M · 2021-06-30Series A · modeled $50.1M · 2023-04-042023
Model inputs · modeled:benchmark-stage-stepup-v1
22%
Dilution assumption
Implied ownership sold in the financing.
54%
Survival probability
29% low · 74% high
1.50×/yr
Annual markup
1.89×/yr upside case
3.2 yr
Elapsed time used
3.2 yr actual, capped for stale marks
technology
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
23 mo
Avg between rounds
$1.9M/yr
Capital velocity
7.0 yr
On record since
2019
First round
3
Rounds on file
How it compares to the market

Benchmarked against 3920 companies in Software / Tech. 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) 1.6× above median
This company$7.3M
Sector median$4.6M
Latest round — vs other Series A rounds in sector (real $, this stage) 1.0× of median
This company$5.5M
Sector median$5.6M
Modeled value — vs sector median (estimate, all stages) 1.4× above median
This company$50.1M
Sector median$36.6M

Raised more than 62% of sector peers (real $). Modeled value above 58% of peers (estimate).

Niche peers — same stage & era

A tighter cohort than the sector chart above — only companies at the same stage (Series A) 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 #210 of 413.

This companyCohort peer
$10.0M$100.0M$1.0B$1.0M$10.0M$100.0MCapital raised (log)Solidblock Holdings LLC Detox Digital Series · Series A Raised $15.0M · modeled $210.5M (est)inFeedo Tech Inc. · Series A Raised $14.3M · modeled $206.1M (est)Red Leader Technologies, Inc. · Series A Raised $13.8M · modeled $202.2M (est)Mocha Technologies Inc. · Series A Raised $13.4M · modeled $200.9M (est)Isometric Technologies Inc. · Series A Raised $15.0M · modeled $193.5M (est)Carbon6 Technologies, Inc. · Series A Raised $15.9M · modeled $188.2M (est)Grin Technology Services, Inc. · Series A Raised $14.7M · modeled $180.9M (est)Nucleated Foam Technologies, Inc. · Series A Raised $12.5M · modeled $174.4M (est)Primer Labs Inc. · Series A Raised $12.9M · modeled $169.6M (est)Triumph Labs, Inc. · Series A Raised $12.1M · modeled $165.2M (est)Thred Technologies, Inc. · Series A Raised $14.9M · modeled $160.3M (est)MetaStreet Labs, Inc. · Series A Raised $26.2M · modeled $157.6M (est)Bixby Research & Analytics LLC (this company) Raised $7.3M · modeled $50.1M (est)Bixby Research & Analytics LLC
CompanyStageRaised · realValue · estvs peer med.
Solidblock Holdings LLC Detox Digital SeriesSeries A$15.0M$210.5M4.16×
inFeedo Tech Inc.Series A$14.3M$206.1M4.08×
Red Leader Technologies, Inc.Series A$13.8M$202.2M4.00×
Mocha Technologies Inc.Series A$13.4M$200.9M3.98×
Isometric Technologies Inc.Series A$15.0M$193.5M3.83×
Carbon6 Technologies, Inc.Series A$15.9M$188.2M3.72×
Grin Technology Services, Inc.Series A$14.7M$180.9M3.58×
Nucleated Foam Technologies, Inc.Series A$12.5M$174.4M3.45×
Primer Labs Inc.Series A$12.9M$169.6M3.36×
Triumph Labs, Inc.Series A$12.1M$165.2M3.27×
Thred Technologies, Inc.Series A$14.9M$160.3M3.17×
MetaStreet Labs, Inc.Series A$26.2M$157.6M3.12×
Bixby Research & Analytics LLC this companySeries A$7.3M$50.1M0.99×
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$700K2019-06-28$3.9M$29.7M90%
Seed$1.1M2021-06-30$5.5M$23.3M90%
Series A$5.5M2023-04-04$25.0M$50.1M90%
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$700K2019-06-28
    • First recorded raise — entered as Pre-Seed.
    • 7 investors on this round.
  2. Seed$1.1M2021-06-30
    • Raised again after 24 mo — slower than the ~13 mo sector norm.
    • Round 1.6× larger than the prior — scaling up.
    • 8 investors on this round.
  3. Series A$5.5M2023-04-04
    • Raised again after 21 mo — slower than the ~13 mo sector norm.
    • Round 5.0× larger than the prior — scaling up.
    • 8 investors on this round.
Intelligence
2025 ~Q1
Modeled next raise · ~23mo cadence
$16.5M
Modeled next size est.range $10.7M$26.4M
5.0×
Last step-up
$1.9M/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
Brian Conroy2019-06
Shea Wallon2023-04
Registry & provenance

Bixby Research & Analytics 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
1782066
SEC CIK
2018
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
Mechanus Labs Inc.Software / TechSeries A$7.4M$40.7Msame sector · same stage
Digital Transformation TopCo, LLCSoftware / TechSeries A$7.4M$46.0Msame sector · same stage
Qualifi Technologies IncSoftware / TechSeries A$7.4M$45.5Msame sector · same stage
Perosphere Technologies Inc.Software / TechSeries A$7.5M$50.5Msame sector · same stage
Hgf Technologies Network IncSoftware / TechSeries A$7.5M$49.1Msame sector · same stage
Lagunita Technologies, Inc.Software / TechSeries A$7.5M$54.5Msame sector · same stage
Breakaway Systems LLCSoftware / TechSeries A$7.1M$45.5Msame sector · same stage
Applause Technology, Inc. / DESoftware / TechSeries A$7.0M$47.3Msame 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
Weiss Analytics Inc.Software / TechPre-Seed$575K85%
KBS Analytics LLCSoftware / TechSeries A$74.5M84%
SRB Analytics Inc.Software / TechPre-Seed$518K84%
CLARA analytics, Inc.Software / TechSeries B$645.8M83%
Boston Technology Research CorpSoftware / TechSeries A$48.0M83%
Leyden Analytics, LLCSoftware / TechPre-Seed$742K82%
BDS Analytics, Inc.Software / TechSeries A$209.7M82%
ImpactableX Analytics, Inc.Software / TechPre-Seed$785K82%
Frequently asked
How much funding has Bixby Research & Analytics LLC raised?
Bixby Research & Analytics LLC has raised approximately $7.3M in disclosed capital across 3 recorded financing rounds, aggregated from public filings.
What is Bixby Research & Analytics LLC's estimated valuation?
Provath's modeled valuation for Bixby Research & Analytics LLC is approximately $50.1M (modeled range $7.3M–$144.2M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Bixby Research & Analytics LLC at?
Bixby Research & Analytics LLC's latest modeled financing stage is Series A. Its most recent recorded round closed around Tue Apr 04.
What does Bixby Research & Analytics LLC do and where is it based?
Bixby Research & Analytics LLC operates in the Software / Tech sector, based in CHICAGO.
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