Companies · AI / ML
SA · Africa · AI / ML · founded 2025
Diligence memoA one-page analyst read on Refiant AI — recommendation, valuation, rhythm, risks.→Refiant AI looks over-valued 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.
Refiant AI is one of 2067 AI / ML companies tracked from SA, Africa, on record since 2025. By capital raised it ranks in the upper tier (ahead of 82% of sector peers), and in the upper tier by modeled valuation est..
Ranking is computed against this company's own sector cohort — reported capital is fact; valuation tiers are modeled.
SA’s Refiant AI raises $5m seed funding to help it expand 0 By Tom Jackson on April 14, 2026 News , Southern Africa South African startup Refiant AI, which uses algorithms to compress artificial intelligence (AI) models, has closed a US$5 million seed round to build its platform, grow its team and support enterprise partnerships. Founded in 2025 by Viroshan Naicker, Siddharth Gutta, and Mathew Haswell, Refiant AI is building tools that restructure and compress AI models by reducing computational weight and retraining them to maintain performance, so that they can run efficiently on smaller or
SA’s Refiant AI raises $5m seed funding to help it expand 0 By Tom Jackson on April 14, 2026 News , Southern Africa South African startup Refiant AI, which uses algorithms to compress artificial intelligence (AI) models, has closed a US$5 million seed round to build its platform, grow its team and support enterprise partnerships. Founded in 2025 by Viroshan Naicker, Siddharth Gutta, and Mathew Haswell, Refiant AI is building tools that restructure and compress AI models by reducing computational weight and retraining them to maintain performance, so that they can run efficiently on smaller or
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 82% of sector peers (real $). Modeled value above 75% 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 #12 of 69.
| Company | Stage | Raised · real | Value · est | vs peer med. |
|---|---|---|---|---|
| Cerebrium | Seed | $8.5M | $27.7M | 4.60× |
| Uniti AI, Inc. | Seed | $3.8M | $14.9M | 2.48× |
| Kollegio AI Inc. | Seed | $3.5M | $13.2M | 2.20× |
| JPB-ML Investors, LLC | Seed | $3.6M | $11.9M | 1.98× |
| Pavo AI Inc. | Seed | $3.0M | $11.8M | 1.96× |
| Ingest AI Corp | Seed | $6.3M | $11.6M | 1.93× |
| Hatz AI, Inc. | Seed | $5.3M | $11.4M | 1.89× |
| Frame Data AI, Inc. | Seed | $4.0M | $11.2M | 1.87× |
| Healthcare AI Automation, Inc. | Seed | $3.0M | $11.2M | 1.87× |
| Coreworks AI, Inc. | Seed | $4.0M | $11.1M | 1.85× |
| RIPA AI, Inc. | Seed | $3.5M | $11.1M | 1.84× |
| Refiant AI this company | Seed | $5.0M | $11.0M | 1.82× |
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 | $5.0M | 2026-04-14 | $25.0M | $11.0M | 45% |
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.
Refiant AI 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 |
|---|---|---|---|---|---|
| Audivi AI Inc. | AI / ML | Seed | $5.0M | $3.8M | same sector · same stage |
| Building Intelligence Inc. | AI / ML | Seed | $5.0M | $13.6M | same sector · same stage |
| Neurotone AI, Inc. | AI / ML | Seed | $4.9M | $1.6M | same sector · same stage |
| Step Into AI Inc. | AI / ML | Seed | $5.1M | $2.8M | same sector · same stage |
| Prime Artificial Intelligence, Inc. | AI / ML | Seed | $4.9M | $5.3M | same sector · same stage |
| Govstream.ai, Inc. | AI / ML | Seed | $4.8M | $9.7M | same sector · same stage |
| Hatz AI, Inc. | AI / ML | Seed | $5.3M | $11.4M | same sector · same stage |
| YUMA AI Inc. | AI / ML | Seed | $4.7M | $3.2M | same sector · same stage |
Public records name issuer insiders, not the funds in a round — these investor links come from corroborating sources.
| Firm | Round | Confidence |
|---|---|---|
| VoLo Earth Ventures | Seed | 55% |
See where Refiant AI sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.
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