Companies · AI / ML
SAN FRANCISCO · AI / ML · refined from filed group “Other Technology”
Diligence memoA one-page analyst read on Unify AI Business Corp — recommendation, valuation, rhythm, risks.→Unify AI Business Corp 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.
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.
Unify AI Business Corp is one of 2067 AI / ML companies tracked from SAN FRANCISCO. 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.
As reported in public records reported — not modeled.
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.
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.
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%.
Round size and date are reported; the stage label is inferred from round size (latest is Series C — a $40M–$100M round). Valuation is modeled from stage benchmarks scaled by the ai/ml sector profile. Directional, not a quoted figure.
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.
Raised more than 96% of sector peers (real $). Modeled value above 94% of peers (estimate).
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 #12 of 16.
| Company | Stage | Raised · real | Value · est | vs peer med. |
|---|---|---|---|---|
| Akido Labs, Inc. | Series C | $84.3M | $675.7M | 1.68× |
| Rad AI, Inc. | Series C | $123.9M | $623.2M | 1.55× |
| Arize AI, Inc. | Series C | $111.2M | $584.9M | 1.45× |
| CAST AI Group, Inc. | Series C | $153.5M | $569.2M | 1.42× |
| Horizon 3 AI, Inc. | Series C | $148.5M | $554.1M | 1.38× |
| Positron AI, Inc. | Series C | $75.1M | $549.1M | 1.37× |
| Overland Ai Inc. | Series C | $122.3M | $502.1M | 1.25× |
| Moonvalley AI Inc. | Series C | $116.3M | $427.4M | 1.06× |
| Pactum AI, Inc. | Series C | $61.0M | $376.6M | 0.94× |
| General Counsel AI, Inc. | Series C | $67.2M | $354.9M | 0.88× |
| Abacum Inc. | Series C | $50.0M | $322.2M | 0.80× |
| Unify AI Business Corp this company | Series C | $58.2M | $305.6M | 0.76× |
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.
| Stage | Amount · real | Announced | Post-money · est | Value · est | Conf. |
|---|---|---|---|---|---|
| Series A | $6.3M | 2023-02-24 | $28.4M | $68.8M | 90% |
| Series A | $11.7M | 2024-06-07 | $53.0M | $72.1M | 90% |
| Series C | $40.3M | 2025-05-08 | $268.5M | $305.6M | 90% |
Step-up, pace versus the sector's normal cadence, and revenue/exemption moves — read straight from the reported round facts reported.
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.
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.
| Person | Role | Also runs | Tied since |
|---|---|---|---|
| Dharmesh Thakker | — | 10 other | 2025-05 |
| Jake Saper | — | 2 other | 2024-06 |
| Austin Hughes | — | — | 2023-02 |
| Connor Heggie | — | — | 2023-02 |
Unify AI Business Corp is an official record sourced from the U.S. Securities and Exchange Commission (SEC). U.S. data is aggregated from SEC Form D filings.
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.
| Company | Sector | Stage | Raised · real | Value · est | Why similar |
|---|---|---|---|---|---|
| Arize AI, Inc. | AI / ML | Series C | $111.2M | $584.9M | network1 shared operator · same sector · same stage |
| Palladyne AI Corp. | AI / ML | Series C | $60.8M | $63.1M | same sector · same stage |
| Pactum AI, Inc. | AI / ML | Series C | $61.0M | $376.6M | same sector · same stage |
| Decagon AI, Inc. | AI / ML | Series C | $61.5M | $570.7M | same sector · same stage |
| General Counsel AI, Inc. | AI / ML | Series C | $67.2M | $354.9M | same sector · same stage |
| Abacum Inc. | AI / ML | Series C | $50.0M | $322.2M | same sector · same stage |
| Positron AI, Inc. | AI / ML | Series C | $75.1M | $549.1M | same sector · same stage |
| Neuron7.ai, Inc. | AI / ML | Series C | $45.0M | $422.2M | same sector · same stage |
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.
| Company | Sector | Stage | Value · est | Match |
|---|---|---|---|---|
| Unify AI Corp | AI / ML | Seed | $25.6M | 98% |
| Unlearn.ai, Inc. | AI / ML | Series C | $592.7M | 86% |
| Augment AI Corp. | AI / ML | Seed | $72.0M | 85% |
| AI Clearing Inc. | AI / ML | Series A | $99.1M | 85% |
| Obviously AI, Inc. | AI / ML | Series A | $41.0M | 85% |
| Step Into AI Inc. | AI / ML | Seed | $2.8M | 85% |
| Tend AI Inc | AI / ML | Seed | $88.8M | 85% |
| Abridge AI Inc. | AI / ML | Series D+ | $3.0B | 85% |
See where Unify AI Business Corp sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.
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