Condenses AI
Condenses AI (Bittensor Subnet 47) — a reference card for a crypto project: what the product does and how verifiable the project’s key claims are; also — alignment with the Decentralized AI thesis (DecAI Fit).
Condenses AI — an AI/Inference | Infra project on the Bittensor network (subnet 47), token (symbol: SN47).
Disclaimer
Important: this page is a reference overview of the project. Within DecAIHub, we separately record a verification based on open sources within the AI thesis (what is real AI/onchain/why a token, and which sources this is based on).
This is not financial advice and not a recommendation to buy/sell/hold any asset. We do not assess price, returns, or entry/exit timing.
Conclusions are based on publicly available materials found as of the verification date. The absence of confirmation does not imply the absence of the technology.
TL;DR (for readers who are not into AI)
- What it is: a service/subnet that “compresses” long text sequences for LLM tasks (compress long sequences into soft tokens).
- Who it’s for: developers and teams that use LLMs and want to reduce the size of prompts/context.
- Why onchain/token: Tier‑1 claims that this is Bittensor Subnet 47; a Tier‑1 justification of the necessity of a separate token for the operation of the protocol is not established.
- What you can actually touch (Tier‑1): the playground and dashboard on the official website.
How it works (very briefly)
- The user does: sends long text/messages to the “compress” API or uses the playground.
- The system does: transforms the long context into “soft tokens” (as claimed in the project documentation).
- The user gets: a shorter representation of the context for further LLM inference.
- Where the blockchain is: the project claims to operate as Subnet 47 on the Bittensor network; the state/metrics of the subnet are observable via the ecosystem explorers.
- Token role (if any): no description of a mandatory protocol role of a separate token was found in the Tier‑1 documentation.
Quick links: AI thesis fit
Project passport
| Field | Value |
|---|---|
| Project name | Condenses AI |
| Also known as (aliases) | condenses.ai, Subnet 47, For Sale, SN47 |
| Logo (logo) | ../assets/666_for-sale_logo.png |
| Token symbol (ticker) | SN47 |
| Category | AI/Inference | Infra |
| Primary chain (chain) | Bittensor |
| Type | Appchain |
| Network status | mainnet |
| Consensus (consensus) | — |
| Launch date (launch_date) | — |
| Project status (status) | active |
| Token (standard) | — |
| Token contract | Subnet 47 |
| Token model (token_type) | — |
| Max supply | — |
| Issuance | — |
| Tokenomics (tokenomics, brief) | Tier‑1 describes the product (token compression); token supply parameters are not established per Tier‑1. |
| Governance | — |
| Admins/keys | — |
| Audit | — |
| Bug bounty | — |
| Team (team) | — |
| Funding (investors/funding) | — |
| AI component (ai_component) | token compression for LLM prompts |
| Use‑case (use_case) | LLM context reduction |
| DecAI Fit — AI thesis fit | 3/6 — medium alignment with the Decentralized AI thesis |
| DecAI Fit component summary | ai_score 3 / onchain_score 1 / token_score 0 / evidence_score 1 |
| Last verified | 2026-02-11 |
Links (links_*)
| Type | Link |
|---|---|
| Website | https://www.condenses.ai/ |
| Docs | https://docs.condenses.ai |
| GitHub | https://github.com/condenses/neural-condense-subnet |
| Releases / Changelog | https://github.com/condenses/neural-condense-subnet/commits |
| Whitepaper | — |
| Roadmap | — |
| Security advisories | https://github.com/condenses/neural-condense-subnet/security |
| Explorer | https://taostats.io/subnets/47/chart |
| App / Demo | https://www.condenses.ai/dashboard |
| X | https://x.com/condensesai |
| Discord | — |
| Telegram | — |
| Medium | — |
| Audit report(s) | — |
| Bug bounty | — |
| CoinGecko (profile, reference) | https://www.coingecko.com/en/coins/for-sale |
| CoinMarketCap (profile, reference) | https://coinmarketcap.com/currencies/for-sale/ |
General project overview
Condenses AI describes itself as Bittensor Subnet 47, whose goal is to speed up/reduce the cost of using LLMs through “condensing tokens”: compressing long text sequences into a more compact representation (“soft tokens”). The website has a dashboard and a playground, and the documentation contains “getting started” steps and a mention of API endpoints for compressing text/messages.
Features/modules
- API compression endpoints (claimed):
/compress/textand/compress/messages(described in the documentation). - Playground: a web interface for examples of how “condensing” works.
- Dashboard / API keys: a web interface for obtaining keys and monitoring usage.
Typical scenarios
- Scenario 1: a developer obtains an API key → sends a long prompt for compression → uses the compressed representation in their LLM pipeline.
- Scenario 2: a user tests the examples in the playground → compares the original and the “condensed” context (per the website interface).
Getting started (wallet/network)
- What you need: an account on the website and an API key (per the project documentation).
- Network/chain: Bittensor (subnet).
- Fees: not established per Tier‑1.
Architecture/tech (non‑AI)
- Components: a service/API + web UI (dashboard/playground); participation as Subnet 47 on the Bittensor network.
- Participant roles: API users, subnet operators/participants (details are not established per Tier‑1).
- Where logic runs: text processing — offchain computation; the onchain layer — accounting/existence of the subnet on Bittensor.
- Dependencies: Bittensor infrastructure, the project’s web stack.
Token/economics (expanded, no forecasts)
- Token utility: not established per Tier‑1.
- Protocol necessity drivers: a Tier‑1 justification of “why a separate token is mandatory” is not established.
- Issuance/distribution: not established per Tier‑1.
Governance
- Who makes decisions: —.
- How protocol parameters change: —.
Security and incidents
- Audits: —.
- Bug bounty: —.
- Incidents: —.
Project status and timeline
- Current status: the web product is available (dashboard/playground); Subnet 47 is observable in the ecosystem explorers.
- Roadmap: not established per Tier‑1.
Ecosystem/integrations
- Integrations: Bittensor (subnet), web dashboard/playground, GitHub (code), X (see
links_*). - Partners: —.
- Where it’s actually used: as an API/UI tool for context compression (per the description in the documentation and the presence of the playground).
AI component of the project
- What is real AI here? The project claims its AI component as optimization of LLM inference via context compression (soft tokens) and provides an API/UI.
- What is truly onchain? Participation as Bittensor Subnet 47 (claimed in the documentation and observable via the explorer).
- Why is a token needed? A Tier‑1 description of the necessity of a separate token (in terms of payments/incentives/governance) is not established.
- Red flags (based on the information found): token‑washing (if the role of the token is not confirmed by Tier‑1); the economic model and “why a token” need to be clarified.
DecAI Fit component summary
- DecAI Fit: 3/6 — medium alignment with the Decentralized AI thesis
| Component | Level | Score |
|---|---|---|
| AI reality | high | 3 |
| Onchain necessity | low | 1 |
| Token necessity | low | 0 |
| Evidence | Tier‑1 partial | 1 |
Details
AI reality
AI_0 — AI intent (Tier‑1 roadmap) (1/0)
- AI_0 (decision): 0
- Claim (one line): Tier‑1 sources describe a working product (API/UI), not only intent/roadmap.
- Evidence: Tier‑1 — https://docs.condenses.ai ; https://www.condenses.ai/
- Why sufficient / why not (one line): AI_0 applies when there is only intent; here there are product artifacts.
- Conflict note (if any): —
AI_1 — what the AI does (1/0)
- AI_1 (decision): 1
- Claim (one line): The subnet/service “compresses long sequences of natural language tokens into soft tokens” to speed up/reduce the cost of LLM inference.
- Evidence: Tier‑1 — https://www.condenses.ai/ ; https://docs.condenses.ai
- Why sufficient / why not (one line): Tier‑1 describes a specific function of the product and the claimed mechanics.
- Conflict note (if any): —
AI_2 — demos/examples (1/0)
- AI_2 (decision): 1
- Claim (one line): A playground is available on the Tier‑1 website, where “condensing” can be tested on examples.
- Evidence: Tier‑1 — https://www.condenses.ai/
- Why sufficient / why not (one line): A public playground/interface meets the demos/examples criterion.
- Conflict note (if any): —
AI_3 — metrics/quality (1/0)
- AI_3 (decision): 0
- Metrics: —
- Context (version/date/how measured): —
- Evidence: Tier‑1 — https://www.condenses.ai/ ; https://docs.condenses.ai
- Why sufficient / why not (one line): No Tier‑1 reproducible benchmark/quality metrics (context, version, methodology) were found.
- Conflict note (if any): —
AI_4 — tech description/architecture/versions (1/0)
- AI_4 (decision): 1
- Claim (one line): The Tier‑1 documentation describes “getting started” and API endpoints for compressing text/messages.
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): This is a tech description of the product’s interface/integration (API), sufficient for AI_4=1.
- Conflict note (if any): —
Onchain necessity
OC_1 — contracts/addresses/chain (1/0)
- OC_1 (decision): 1
- Chain: Bittensor
- Addresses/identifiers: Subnet 47
- Evidence: Tier‑1 — https://docs.condenses.ai ; https://taostats.io/subnets/47/chart
- Why sufficient / why not (one line): The Tier‑1 documentation directly states that this is Subnet 47; the explorer provides observability of the subnet.
- Conflict note (if any): —
OC_2 — onchain beyond just a token (1/0)
- OC_2 (decision): 0
- What useful logic is onchain: Not established per Tier‑1 (other than the fact of participation as a subnet).
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): OC_2 requires specific onchain logic (rules/access/accounting), not only the identity of the subnet.
- Conflict note (if any): —
OC_3 — onchain is critical (1/0)
- OC_3 (decision): 0
- “Replace the blockchain” test: not established per Tier‑1.
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): There is no Tier‑1 justification that a key property of the product breaks down without the blockchain.
- Conflict note (if any): —
Token necessity
TK_0 — no token (1/0)
- TK_0 (decision): 0
- Claim (one line): In ecosystem aggregators the project is presented as “For Sale / SN47”; Tier‑1 confirmation of the token parameters is not established.
- Evidence: Tier‑2 — https://coinmarketcap.com/currencies/for-sale/
- Why sufficient / why not (one line): Within the pipeline we record the context (Tier‑2), but the passport parameters of the token are not established per Tier‑1.
- Conflict note (if any): —
TK_1..TK_4 (1/0)
TK_1 — payment for the service (1/0)
- TK_1 (decision): 0
- Claim (one line): Tier‑1 confirmation of payment with the token for the API/service is not established.
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): TK_1 requires an explicit mechanism of payment with the token.
- Conflict note (if any): —
TK_2 — incentives/collateral/penalties (1/0)
- TK_2 (decision): 0
- Claim (one line): Mechanics of incentives/collateral/penalties via the token are not established per Tier‑1.
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): There is no description of protocol economic mechanics.
- Conflict note (if any): —
TK_3 — governance (1/0)
- TK_3 (decision): 0
- Claim (one line): A governance role of the token is not established per Tier‑1.
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): TK_3 requires described governance mechanics.
- Conflict note (if any): —
TK_4 — token is replaceable (1/0)
- TK_4 (decision): 0
- Claim (one line): The replaceability of the token is not established per Tier‑1.
- Evidence: Tier‑1 — https://docs.condenses.ai
- Why sufficient / why not (one line): An analysis of the token’s functions and alternatives is required.
- Conflict note (if any): —
Evidence (table)
| Tier | Source | What it proves |
|---|---|---|
| Tier‑1 | https://www.condenses.ai/ | Official website: description of Subnet 47, “compress tokens into soft tokens”, presence of a dashboard/playground. |
| Tier‑1 | https://docs.condenses.ai | Documentation: Subnet 47 + getting started and API endpoints for compression. |
| Tier‑1 | https://github.com/condenses/neural-condense-subnet | Codebase (repository) of the project/subnet. |
| Tier‑1 | https://taostats.io/subnets/47/chart | Observability of Subnet 47 in the Bittensor ecosystem (onchain context). |
| Tier‑1 | — | No Tier‑1 source for claim “why the SN47 token is mandatory in the protocol (necessity of the token)” was found. |
| Tier‑2 | https://coinmarketcap.com/currencies/for-sale/ | Reference token profile (metadata; not proof of protocol utility). |
| Tier‑2 | https://www.coingecko.com/en/coins/for-sale | Reference token profile (metadata; not proof of protocol utility). |
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