Abacus.AI vs TurboQuant
Abacus.AI vs TurboQuant, compared side by side on 11 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: Abacus.AI is on 65/100 and TurboQuant on 24/100.
Where each one leads
Abacus.AI
- our overall score: 65/100 against 24/100
TurboQuant
- positive user sentiment: 33% positive against 17% positive
- domain rating: 97/100 against 72/100
At a glance
| Measure | Abacus.AI | TurboQuant |
|---|---|---|
| What it is | An enterprise AI platform for building and deploying generative AI applications and machine learning models. | Google Research's AI compression algorithm that drastically reduces LLM memory requirements by compressing the KV cache. |
| Category | AI Foundation & Compute, MLOps & DevInfra, AI Tools & Apps, Generative AI | AI Foundation & Compute, Large Language Model, Generative AI, Transformer Architecture |
| Sells toBusiness model | B2B | Not published |
| Offering | Platform | Software |
| Founded | 2019 | Not published |
| Headquarters | San Francisco, United States | Not published |
| Status | Active | Active |
Size, funding and growth
| Measure | Abacus.AI | TurboQuant |
|---|---|---|
| Employees | 259 | Not published |
| Headcount growthLast 12 months | +135.1% | Not published |
| Total funding | $90.3M | Not published |
| Latest round | Series C | Not published |
| Valuation | $322M | Not published |
| LinkedIn followers | 194,723 | Not published |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Abacus.AI | TurboQuant |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 65/100 | 24/100 |
| Traction | 60/100 | Not published |
| Team | 70/100 | 60/100 |
| Community | 18/100 | Not published |
| Search visibility | 49/100 | 14/100 |
| Quality | 68/100 | Not published |
| Agent readinessHow well an AI agent can read and act on the site | D (44/100) | D (46/100) |
| Domain ratingLink authority, 0-100 | 72/100 | 97/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Abacus.AI | TurboQuant |
|---|---|---|
| Hosting | AWS | Not detected |
| CDN | CloudFront | Not detected |
| Frameworks | Jquery | Not detected |
| Analytics | Google Analytics 4 | Not detected |
| Open source | No | Yes |
What users say
| Measure | Abacus.AI | TurboQuant |
|---|---|---|
| Community ratingVisitor votes on StartupHub | 4.0/5 from 1 vote | Not published |
| Reddit sentimentThreads we track | 1 positive, 4 negative across 6 threads | 2 positive, 2 negative across 6 threads |
“Recently tried Abacus AI (ChatLLM) out of curiosity, and honestly… it made me rethink how I use AI tools. From what I understand, ChatLLM is not just a single model like ChatGPT, it gives access to multiple models in one place (GPT, Claude,”r/abacusai
“Got MTP + TurboQuant running — Qwen3.6-27B -- 80+ t/s at 262K context on a single RTX 4090. So I've been messing around trying to get MTP working alongside TBQ4_0 (TurboQuant's lossless 4.25 bpv KV cache) on Qwen3.6-27B for my own use. So a”r/LocalLLaMA
Abacus.AI vs TurboQuant: common questions
Which is better, Abacus.AI or TurboQuant?
On our 0-100 score Abacus.AI rates higher (65/100 against 24/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 11 data points above: read the rows that match what you are buying for.
How do Abacus.AI and TurboQuant compare on the numbers?
Abacus.AI leads on our overall score (65/100 against 24/100). TurboQuant leads on positive user sentiment (33% positive against 17% positive), domain rating (97/100 against 72/100).
What do real users say about Abacus.AI and TurboQuant?
Abacus.AI: 1 positive and 4 negative mentions across 6 Reddit threads we track, mostly in r/abacusai. TurboQuant: 2 positive and 2 negative mentions across 6 Reddit threads we track, mostly in r/LocalLLaMA.
Read the full Abacus.AI review and pricing or the TurboQuant review and pricing. You can also browse other Abacus.AI alternatives we track.