ChatSee.AI vs Codeium
ChatSee.AI vs Codeium, compared side by side on 16 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: ChatSee.AI is on 42/100 and Codeium on 70/100.
Where each one leads
ChatSee.AI
- agent readiness: 44/100 against 29/100
Codeium
- our overall score: 70/100 against 42/100
- domain rating: 81/100 against 6/100
- funding raised: $397M against $6.5M
At a glance
| Measure | ChatSee.AI | Codeium |
|---|---|---|
| What it is | Failure intelligence layer for autonomous AI systems, building a 'failure memory' for enterprise AI agents. | AI-powered code acceleration platform that enhances developer productivity and code quality. |
| Category | Artificial Intelligence, Agentic AI, AI Agent, Autonomous Systems | Artificial Intelligence, Developer Tools, AI Coding Assistant, Code Generation |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Software |
| Founded | 2023 | 2021 |
| Headquarters | San Francisco, United States | Mountain View, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | ChatSee.AI | Codeium |
|---|---|---|
| Employees | Not published | 110 |
| Headcount growthLast 12 months | Not published | -30.9% |
| Total funding | $6.5M | $397M |
| Latest round | Seed | Series C |
| Valuation | Not published | $1.3B |
| LinkedIn followers | Not published | 63,143 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | ChatSee.AI | Codeium |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 42/100 | 70/100 |
| Traction | 34/100 | 60/100 |
| Team | Not published | 60/100 |
| Community | Not published | 8/100 |
| Search visibility | 12/100 | 80/100 |
| Quality | 58/100 | 78/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (44/100) | F (29/100) |
| Domain ratingLink authority, 0-100 | 6/100 | 81/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | ChatSee.AI | Codeium |
|---|---|---|
| Hosting | Not detected | Vercel |
| CDN | Not detected | Vercel |
| CMS | Framer | Not detected |
| Analytics | Google Analytics 4 | Not detected |
| Open source | No | Yes |
What users say
| Measure | ChatSee.AI | Codeium |
|---|---|---|
| Reddit sentimentThreads we track | Not published | 1 positive, 3 negative across 6 threads |
“My name’s Vladimir, I’ve been writing code for 15 years. I remember the days before IntelliSense, when “autocomplete” meant a printed O’Reilly book on your desk and a strong memory. Over the last decade and a half, I’ve moved from jQuery sp”r/UIUXDesignFrontier
ChatSee.AI vs Codeium: common questions
Which is better, ChatSee.AI or Codeium?
On our 0-100 score Codeium rates higher (70/100 against 42/100). 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 16 data points above: read the rows that match what you are buying for.
How do ChatSee.AI and Codeium compare on the numbers?
ChatSee.AI leads on agent readiness (44/100 against 29/100). Codeium leads on our overall score (70/100 against 42/100), domain rating (81/100 against 6/100), funding raised ($397M against $6.5M).
What do real users say about ChatSee.AI and Codeium?
Codeium: 1 positive and 3 negative mentions across 6 Reddit threads we track, mostly in r/UIUXDesignFrontier.
Read the full ChatSee.AI review and pricing or the Codeium review and pricing. You can also browse other ChatSee.AI alternatives we track.

