Companies · AI / ML
PLANO · AI / ML · refined from filed group “Other Technology”
Diligence memoA one-page analyst read on Digital.ai Software Aggregation, L.P. — recommendation, valuation, rhythm, risks.→Digital.ai Software Aggregation, L.P. 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.
Digital.ai Software Aggregation, L.P. is one of 2067 AI / ML companies tracked from PLANO. By capital raised it ranks in the upper tier (ahead of 79% 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 — the company may have raised it under a different exemption, merged it into an adjacent record, or skipped it. Sequence completeness: 50%.
Round size and date are reported; the stage label is inferred from round size (latest is Seed — a $1.0M–$4.0M 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.
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 79% of sector peers (real $). Modeled value above 91% of peers (estimate).
A tighter cohort than the sector chart above — only companies at the same stage (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 #1 of 25.
| Company | Stage | Raised · real | Value · est | vs peer med. |
|---|---|---|---|---|
| Digital.ai Software Aggregation, L.P. this company | Seed | $3.4M | $151.6M | 3.18× |
| Thread, Inc. | Seed | $3.3M | $148.2M | 3.11× |
| BlueSpace.ai,Inc. | Seed | $3.0M | $133.1M | 2.79× |
| Intelligent Locations, Inc. | Seed | $5.3M | $124.7M | 2.61× |
| Saleswhale, Inc. | Seed | $2.5M | $110.5M | 2.32× |
| Flo Artificial Intelligence, Inc. | Seed | $2.0M | $88.8M | 1.86× |
| BlueRidge AI, Inc. | Seed | $1.9M | $84.3M | 1.77× |
| Augment AI Corp. | Seed | $3.5M | $72.1M | 1.51× |
| Ainstein AI Inc. | Seed | $2.0M | $69.8M | 1.46× |
| Searchable AI Corp. | Seed | $8.3M | $52.7M | 1.11× |
| Advanced Recruiting Intelligence, Inc. | Seed | $3.3M | $52.0M | 1.09× |
| Ariel Ai, Inc. | Seed | $1.1M | $48.8M | 1.02× |
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. |
|---|---|---|---|---|---|
| Seed | $3.4M | 2020-06-02 | $17.1M | $151.6M | 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.
Digital.ai Software Aggregation, L.P. 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 |
|---|---|---|---|---|---|
| Augment AI Corp. | AI / ML | Seed | $3.5M | $72.1M | same sector · same stage |
| Parrot AI, Inc. | AI / ML | Seed | $3.5M | $20.5M | same sector · same stage |
| Advanced Recruiting Intelligence, Inc. | AI / ML | Seed | $3.3M | $52.0M | same sector · same stage |
| Thread, Inc. | AI / ML | Seed | $3.3M | $148.2M | same sector · same stage |
| Nucs AI Inc. | AI / ML | Seed | $3.5M | $18.1M | same sector · same stage |
| RIPA AI, Inc. | AI / ML | Seed | $3.5M | $11.1M | same sector · same stage |
| Vera AI Inc. | AI / ML | Seed | $3.3M | $30.0M | same sector · same stage |
| Dynam.AI, Inc. | AI / ML | Seed | $3.5M | $15.4M | 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 |
|---|---|---|---|---|
| AI Software, LLC | AI / ML | Series D+ | $2.9B | 89% |
| AI Software Holdings, LLC | AI / ML | Series B | $25.9M | 87% |
| Automatic AI, Inc. | AI / ML | Pre-Seed | $461K | 86% |
| Huma.AI, Inc. | AI / ML | Series A | $4.4M | 85% |
| Aggregate Intelligence, Inc. | AI / ML | Pre-Seed | $26.3M | 85% |
| System AI, Inc. | AI / ML | Pre-Seed | $8.4M | 85% |
| Lang Artificial Intelligence, Inc. | AI / ML | Series A | $167.6M | 85% |
| Apex.AI, Inc. | AI / ML | Series C | $1.4B | 85% |
See where Digital.ai Software Aggregation, L.P. sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.
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