Companies · Legaltech
BROOKLYN · NY, USA · Legaltech · refined from filed group “Other Technology” · founded 2021 · https://dioptra.ai/
Diligence memoA one-page analyst read on Dioptra, Inc. — recommendation, valuation, rhythm, risks.→Dioptra, Inc. has raised $460K over 1 round; too few niche peers to rank its valuation yet.
Synthesized from the figures below est. — every claim rests on a number shown on this page. Valuation uses the legaltech 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.
Dioptra, Inc. is one of 43 Legaltech companies tracked from BROOKLYN, NY, USA, on record since 2021. By capital raised it ranks among the largest (ahead of 91% 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”
Automated contract review with AI
We help founders and in-house counsels streamline their contract negotiations to close deals faster. We do this by building your contract negotiation playbooks and automating them with AI.
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). Ladder is contiguous — every modeled rung has a record.
Round size and date are reported; the stage label is inferred from round size (latest is Pre-Seed — a round under $1.0M). Valuation is modeled from stage benchmarks scaled by the legaltech sector profile. Directional, not a quoted figure.
Not enough modeled valuation points to chart a trajectory.
Benchmarked against 43 companies in Legaltech. 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 91% of sector peers (real $). Modeled value above 91% 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. |
|---|---|---|---|---|---|
| Pre-Seed | $460K | 2022-03-03 | $2.6M | $6.5M | 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 |
|---|---|---|---|
| Farah Gasmi | — | — | 2022-03 |
| Jacques Arnoux | — | — | 2022-03 |
| Pierre-Hadrien Arnoux | — | — | 2022-03 |
Dioptra, 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.
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 |
|---|---|---|---|---|---|
| ROSS Intelligence | Legaltech | Pre-Seed | $95K | $3.1M | same sector · same stage |
| Huge Legal Technology Company, Inc. | Legaltech | Series A | $7.5M | $159.6M | same sector |
| Ironclad, Inc. | Legaltech | Series B | $22.8M | $530.8M | same sector |
| Atrium Legal Technology Services Inc. | Legaltech | Series C | $70.4M | $1.5B | same sector |
| Legora, Inc. | Legaltech | Growth/Late | $671.7M | $4.2B | same sector |
| Abel | Legaltech | — | — | — | same sector |
| &AI | Legaltech | — | — | — | same sector |
| Atrium | Legaltech | — | — | — | 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 |
|---|---|---|---|---|
| Pearson Labs AI agents to automate corporate transactions | Legaltech | — | — | 81% |
| Draftwise Contract and negotiation AI built for lawyers | Legaltech | — | — | 80% |
| &AI Collaborative workspace for patent litigators | Legaltech | — | — | 80% |
| Legora, Inc. The AI workspace for lawyers | Legaltech | Growth/Late | $4.2B | 79% |
| Counsel AI Corp | AI / ML | Series D+ | $3.1B | 79% |
| Abel Transforming document review for litigation teams | Legaltech | — | — | 78% |
| Osmaura We find new matter opportunities for law firms. | Legaltech | — | — | 78% |
| Pincites Close deals faster with AI for contract negotiation | Legaltech | — | — | 78% |
See where Dioptra, Inc. sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.
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