Companies · Hardware / Semiconductors
Palo Alto · CA, USA · Hardware / Semiconductors · founded 2012 · http://insightdatascience.com
Diligence memoA one-page analyst read on Insight Data Science — recommendation, valuation, rhythm, risks.→Insight Data Science: limited disclosed financing to assess.
Synthesized from the figures below est. — every claim rests on a number shown on this page.
Insight Data Science is one of 130 Hardware / Semiconductors companies tracked from Palo Alto, CA, USA, on record since 2012. By capital raised it ranks mid-pack (ahead of 48% 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.
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”
Turning PhDs & engineers into data scientists & data engineers
The Insight Data Science Fellows Program is an intensive seven week post-doctoral training fellowship bridging the gap to new careers in Data Science, Data Engineering, Health Data, and AI in Silicon Valley, New York City, Boston, Seattle and across the US with our Remote program. Insight is a Palo Alto based education startup, funded by Y Combinator and SV Angel, with 1000 alumni at hundreds of companies including Facebook, Netflix, LinkedIn, Twitter, The New York Times, Apple, Airbnb, Microsoft, Capital One, NBC, Memorial Sloan Kettering, and many others.
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.
No round amounts on record to chart.
No staged rounds to sequence.
Round size and date are reported; the stage label is inferred from round size. Valuation is modeled from stage benchmarks. Directional, not a quoted figure.
Not enough modeled valuation points to chart a trajectory.
Benchmarked against 130 companies in Hardware / Semiconductors. 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 48% of sector peers (real $). Modeled value above 48% of peers (estimate).
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. |
|---|---|---|---|---|---|
| No rounds recorded. | |||||
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.
Insight Data Science 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 |
|---|---|---|---|---|---|
| AccessOwl | Hardware / Semiconductors | — | — | — | same sector |
| ACCO Semiconductor, Inc. | Hardware / Semiconductors | Series A | $55.1M | $123.3M | same sector |
| Activeloop | Hardware / Semiconductors | — | — | — | same sector |
| Advanced Silicon Group, Inc. | Hardware / Semiconductors | Seed | $1.0M | $14.6M | same sector |
| AeroFS | Hardware / Semiconductors | — | — | — | same sector |
| Afrostream | Hardware / Semiconductors | — | — | — | same sector |
| Aisle50 | Hardware / Semiconductors | — | — | — | same sector |
| AKHAN Semiconductor, Inc. | Hardware / Semiconductors | Series B | $26.0M | $207.5M | same sector |
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 |
|---|---|---|---|---|
| Deepnote A better data science notebook. | — | — | — | 73% |
| Insight Network, Inc. | Other Technology | Series B | $834.8M | 73% |
| MindsDB Connect, Unify, Respond to any data, anywhere with human-level… | AI / ML | — | — | 72% |
| GetDot Your AI Data Analyst | AI / ML | — | — | 71% |
| SharpestMinds Peer-to-peer mentorships through income-share agreements. | AI / ML | — | — | 71% |
| Advanced Recruiting Intelligence, Inc. | AI / ML | Seed | $52.0M | 70% |
| Excellence Learning AI tutor starting with maths and science | Edtech | — | — | 70% |
| CodeStory Aide is an AI-native , privacy-first IDE built on top of VSCode | AI / ML | — | — | 70% |
See where Insight Data Science sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.
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