Companies · AI / ML

Aggregate Intelligence, Inc.

DETROIT · AI / ML · refined from filed group “Other Technology

Diligence memoA one-page analyst read on Aggregate Intelligence, Inc. — recommendation, valuation, rhythm, risks.
$500K
Total raised · real
1
Rounds
Latest step-up
Top 32%
Sector rank · raised
Pre-Seed
Latest stage · inferred · Sat Aug 01 2020 00:00:00 GMT+0000 (Coordinated Universal Time)

Aggregate Intelligence, 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 ai/ml 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 1.93× the median modeled value of Pre-Seed AI / ML companies in 2019–2021 (34 peers) — value vs value, same stage and era.
Dormant
  • Last raise 5.9 yr ago; this sector typically re-raises about every 11 months.
  • Only one round on record and long silent — often defunct, acquired, or gone quiet.
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

Aggregate Intelligence, Inc. is one of 2067 AI / ML companies tracked from DETROIT. By capital raised it ranks mid-pack (ahead of 69% 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
$1M–$5M
Issuer revenue
Rule 506(b)
Reg D exemption
2
Investors (latest)
2020-08-01
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$13M$25M$38M$50MPre-Seed · 2020-08-01 Raised $500K (real) Modeled valuation $26M (est)$500K$26MPre-Seed2020

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 · 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
$26.2M
Base estimate est.
$327K
Conservative case
$289.7M
Upside case
$2.8M
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.

Not enough modeled valuation points to chart a trajectory.

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
5.9 yr
Elapsed time used
5.9 yr actual, capped for stale marks
ai/ml
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
Avg between rounds
Capital velocity
5.9 yr
On record since
2020
First round
1
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$500K
Sector median$4.7M
Latest round — vs other Pre-Seed rounds in sector (real $, this stage) 1.4× above median
This company$500K
Sector median$350K
Modeled value — vs sector median (estimate, all stages) 0.9× of median
This company$26.2M
Sector median$27.9M

Raised more than 69% of sector peers (real $). Modeled value above 81% 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 #5 of 34.

This companyCohort peer
$10.0M$100.0M$100K$1.0M$10.0MCapital raised (log)Intelligent Analytics Corp · Pre-Seed Raised $1.0M · modeled $55.2M (est)Complete Intelligence Technologies, Inc. · Pre-Seed Raised $750K · modeled $41.4M (est)reAlpha.ai, Inc. · Pre-Seed Raised $1000K · modeled $36.8M (est)Cygnus-AI Inc. · Pre-Seed Raised $1.2M · modeled $29.2M (est)Logiq.ai Inc. · Pre-Seed Raised $1.5M · modeled $25.5M (est)BeMe AI, Inc. · Pre-Seed Raised $756K · modeled $23.5M (est)418 Intelligence Corp. · Pre-Seed Raised $1.2M · modeled $23.4M (est)Humantic AI, Inc. · Pre-Seed Raised $940K · modeled $23.0M (est)Star.AI Inc. · Pre-Seed Raised $515K · modeled $21.4M (est)Achieve Intelligent Technologies, Inc. · Pre-Seed Raised $381K · modeled $21.0M (est)Amplio.ai, Inc. · Pre-Seed Raised $337K · modeled $18.6M (est)Aggregate Intelligence, Inc. (this company) Raised $500K · modeled $26.2M (est)Aggregate Intelligence, Inc.
CompanyStageRaised · realValue · estvs peer med.
Intelligent Analytics CorpPre-Seed$1.0M$55.2M4.05×
Complete Intelligence Technologies, Inc.Pre-Seed$750K$41.4M3.04×
reAlpha.ai, Inc.Pre-Seed$1000K$36.8M2.70×
Cygnus-AI Inc.Pre-Seed$1.2M$29.2M2.14×
Aggregate Intelligence, Inc. this companyPre-Seed$500K$26.2M1.93×
Logiq.ai Inc.Pre-Seed$1.5M$25.5M1.87×
BeMe AI, Inc.Pre-Seed$756K$23.5M1.73×
418 Intelligence Corp.Pre-Seed$1.2M$23.4M1.72×
Humantic AI, Inc.Pre-Seed$940K$23.0M1.69×
Star.AI Inc.Pre-Seed$515K$21.4M1.57×
Achieve Intelligent Technologies, Inc.Pre-Seed$381K$21.0M1.54×
Amplio.ai, Inc.Pre-Seed$337K$18.6M1.37×
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$500K2020-08-01$2.8M$26.2M90%
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$500K2020-08-01
    • First recorded raise — entered as Pre-Seed.
    • 2 investors on this round.
Intelligence
Modeled next raise
$800K
Modeled next size est.range $520K$1.3M
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
Kevin Hayes1 other2020-08
John Tilly2020-08
Registry & provenance

Aggregate Intelligence, 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
1821446
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
Bacon AI Inc.AI / MLPre-Seed$500K$4.3Msame sector · same stage
CueAI / MLPre-Seed$500K$4.0Msame sector · same stage
eDiscovery AI LLCAI / MLPre-Seed$500K$2.8Msame sector · same stage
Leadoff.ai, Inc.AI / MLPre-Seed$500K$3.0Msame sector · same stage
Modern AI LLCAI / MLPre-Seed$500K$2.5Msame sector · same stage
Neural Data Technologies Ltd.AI / MLPre-Seed$500K$15.8Msame sector · same stage
Savantz Ai LlcAI / MLPre-Seed$500K$3.0Msame sector · same stage
Novella AI, IncAI / MLPre-Seed$499K$2.9Msame 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
Complete Intelligence Technologies, Inc.AI / MLPre-Seed$41.4M92%
Industrial Intelligence,IncAI / MLPre-Seed$5.8M92%
BIAS Intelligence, Inc.AI / MLPre-Seed$5.5M91%
Common Intelligence, LLCAI / MLSeries B$712.5M91%
Intelligent Analytics CorpAI / MLPre-Seed$55.2M91%
Artificial Generalized Intelligence Solutions, Inc.AI / MLPre-Seed$1.0M91%
Modern Intelligence Inc.AI / MLSeries A$114.9M91%
Natural Intelligence Systems, Inc.AI / MLSeries A$4.9M91%
Frequently asked
How much funding has Aggregate Intelligence, Inc. raised?
Aggregate Intelligence, Inc. has raised approximately $500K in disclosed capital across 1 recorded financing round, aggregated from public filings.
What is Aggregate Intelligence, Inc.'s estimated valuation?
Provath's modeled valuation for Aggregate Intelligence, Inc. is approximately $26.2M (modeled range $327K–$289.7M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Aggregate Intelligence, Inc. at?
Aggregate Intelligence, Inc.'s latest modeled financing stage is Pre-Seed. Its most recent recorded round closed around Sat Aug 01.
What does Aggregate Intelligence, Inc. do and where is it based?
Aggregate Intelligence, Inc. operates in the AI / ML sector, based in DETROIT.
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