Companies · AI / ML

Abacum Inc.Winter 2021Active

New York · NY, USA · AI / ML · refined from filed group “Other Technology · founded 2021 · https://www.abacum.ai/

Diligence memoA one-page analyst read on Abacum Inc. — recommendation, valuation, rhythm, risks.
$50.0M
Total raised · real
2
Rounds
6.4×
Latest step-up
Top 5%
Sector rank · raised
Series C
Latest stage · inferred · Wed May 28 2025 00:00:00 GMT+0000 (Coordinated Universal Time)

Abacum Inc. 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 0.80× the median modeled value of Series C AI / ML companies in 2025–2027 (16 peers) — value vs value, same stage and era.
  • Within the normal band (80% of peer median) for its niche.
Active
  • Last raise 13 mo ago; this sector typically re-raises about every 11 months.
  • Raising on or ahead of the sector's normal rhythm.
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

Abacum Inc. is one of 2067 AI / ML companies tracked from New York, NY, USA, on record since 2021. By capital raised it ranks among the largest (ahead of 96% 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.

AI analyst read est. — model-extracted from this company's public description, not a verified fact. 30%

operates a technology-led product inferred from public copy

Grounded in: “You are a venture analyst

The AI-native FP&A platform that helps Finance teams drive business…

Finance teams get instant access to all the operational and financial metrics in one place. With a single click, Finance teams surface insights, automate reporting, forecast revenue, plan headcount, and run multiple scenarios at scale. Abacum perfectly balances entreprise-grade scalability with consumer-grade ease of use. Our powerful, intuitive multi-dimensional modeling engine and collaborative workflows make business partnering seamless. With more than $100M raised, Abacum powers industry leaders such as CoreWeave, Strava, Replit, Abridge, BetterUp, Placer.ai, Kajabi, Aiven, Dish Networks, and hundreds more. Finance teams rate Abacum as the best FP&A solution for mid-market companies, with a 4.8/5 rating on G2 - higher than any competitor.

FinOpsSaaSai/ml
Find Abacum Inc. online

As reported in public records reported — not modeled.

US
Jurisdiction
Rule 506(b)
Reg D exemption
8
Investors (latest)
2020
Year incorporated
2025-05-28
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 A · 2021-04-05 Raised $6.7M (real) Modeled valuation $172M (est)$6.7M$172MSeries A2021Series C · 2025-05-28 Raised $43M (real) Modeled valuation $322M (est)$43M$322MSeries C2025+$43MCumulative $50M

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 A$6.7M · 2021
Series C$43.3M · 2025no Series B on file

Stages are modeled from round size (public records carry no series label). No record for: Pre-Seed, Seed, Series B — the company may have raised it under a different exemption, merged it into an adjacent record, or skipped it. Sequence completeness: 40%.

Modeled valuation trajectory
$322.2M
Base estimate est.
$163.9M
Conservative case
$432.1M
Upside case
$288.4M
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.

Series A · modeled $172.2M · 2021-04-052021Series C · modeled $322.2M · 2025-05-282025
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
1.1 yr
Elapsed time used
1.1 yr actual, capped for stale marks
ai/ml
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
50 mo
Avg between rounds
$12.1M/yr
Capital velocity
5.2 yr
On record since
2021
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) 11× above median
This company$50.0M
Sector median$4.7M
Latest round — vs other Series C rounds in sector (real $, this stage) 0.8× of median
This company$43.3M
Sector median$55.3M
Modeled value — vs sector median (estimate, all stages) 12× above median
This company$322.2M
Sector median$27.9M

Raised more than 96% 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 #11 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 $675.7M (est)Rad AI, Inc. · Series C Raised $123.9M · modeled $623.2M (est)Arize AI, Inc. · Series C Raised $111.2M · modeled $584.9M (est)CAST AI Group, Inc. · Series C Raised $153.5M · modeled $569.2M (est)Horizon 3 AI, Inc. · Series C Raised $148.5M · modeled $554.1M (est)Positron AI, Inc. · Series C Raised $75.1M · modeled $549.1M (est)Overland Ai Inc. · Series C Raised $122.3M · modeled $502.1M (est)Moonvalley AI Inc. · Series C Raised $116.3M · modeled $427.4M (est)Pactum AI, Inc. · Series C Raised $61.0M · modeled $376.6M (est)General Counsel AI, Inc. · Series C Raised $67.2M · modeled $354.9M (est)Unify AI Business Corp · Series C Raised $58.2M · modeled $305.6M (est)Abacum Inc. (this company) Raised $50.0M · modeled $322.2M (est)Abacum Inc.
CompanyStageRaised · realValue · estvs peer med.
Akido Labs, Inc.Series C$84.3M$675.7M1.68×
Rad AI, Inc.Series C$123.9M$623.2M1.55×
Arize AI, Inc.Series C$111.2M$584.9M1.45×
CAST AI Group, Inc.Series C$153.5M$569.2M1.42×
Horizon 3 AI, Inc.Series C$148.5M$554.1M1.38×
Positron AI, Inc.Series C$75.1M$549.1M1.37×
Overland Ai Inc.Series C$122.3M$502.1M1.25×
Moonvalley AI Inc.Series C$116.3M$427.4M1.06×
Pactum AI, Inc.Series C$61.0M$376.6M0.94×
General Counsel AI, Inc.Series C$67.2M$354.9M0.88×
Abacum Inc. this companySeries C$50.0M$322.2M0.80×
Unify AI Business CorpSeries C$58.2M$305.6M0.76×
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 A$6.7M2021-04-05$30.5M$172.2M90%
Series C$43.3M2025-05-28$288.4M$322.2M90%
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. Series A$6.7M2021-04-05
    • First recorded raise — entered as Series A.
    • 37 investors on this round.
  2. Series C$43.3M2025-05-28
    • Raised again after 50 mo — slower than the ~11 mo sector norm.
    • Round 6.4× larger than the prior — scaling up.
    • 8 investors on this round.
Intelligence
2029 ~Q3
Modeled next raise · ~50mo cadence
$129.8M
Modeled next size est.range $84.4M$207.7M
6.4×
Last step-up
$12.1M/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
Jorge Lluch2021-04
Julio Martinez2021-04
Peter Specht2025-05
Sergio Leiva2025-05
Terese Hougaard2025-05
Registry & provenance

Abacum 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
1856882
SEC CIK
2020
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
Neuron7.ai, Inc.AI / MLSeries C$45.0M$422.2Msame sector · same stage
Starbridge.ai, Inc.AI / MLSeries C$43.8M$289.1Msame sector · same stage
Unify AI Business CorpAI / MLSeries C$58.2M$305.6Msame sector · same stage
Mynd.ai, Inc.AI / MLSeries C$42.2M$521.4Msame sector · same stage
Doc Gpt (1-4) LlcAI / MLSeries C$42.0M$259.8Msame sector · same stage
AIM Intelligent Machines, Inc.AI / MLSeries C$41.1M$356.1Msame sector · same stage
Palladyne AI Corp.AI / MLSeries C$60.8M$63.1Msame sector · same stage
Pactum AI, Inc.AI / MLSeries C$61.0M$376.6Msame 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
Abacus
Making expense reports obsolete
Fintech81%
Abstra
Automate finance operations with Python and AI
AI / ML80%
o11
Bespoke AI For Financial Firms
AI / ML76%
Finto
AI accounting for enterprise finance teams
Fintech76%
Payflow
AI FP&A Agent for insights, reports, planning and forecasting.
Fintech75%
Tabula
Autonomous Accounting Software
AI / ML75%
LiveFlow
The Unified AI-ERP & FP&A Platform
AI / ML75%
Concourse
AI Agents for corporate finance teams
Fintech74%
Frequently asked
How much funding has Abacum Inc. raised?
Abacum Inc. has raised approximately $50.0M in disclosed capital across 2 recorded financing rounds, aggregated from public filings.
What is Abacum Inc.'s estimated valuation?
Provath's modeled valuation for Abacum Inc. is approximately $322.2M (modeled range $163.9M–$432.1M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Abacum Inc. at?
Abacum Inc.'s latest modeled financing stage is Series C. Its most recent recorded round closed around Wed May 28.
What does Abacum Inc. do and where is it based?
Abacum Inc. operates in the AI / ML sector, based in New York, NY, USA. The AI-native FP&A platform that helps Finance teams drive business…
Explore related

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