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The collaboration layer for AI engineering teams Traffic, SEO & Growth Analysis
The prompt CMS, eval harness, and observability stack you'd build eventually — shipped today. Let domain experts collaborate without touching your codebase.
SIGPIK VERDICT
The collaboration layer for AI engineering teams visits moved −24.5% in Sep 2026
Reconstruct every step The collaboration layer for AI engineering teams took →- Monthly visits
- 90.1K
- ↓ 24.5% · −29.2K MoM
- Market rank
- #17 / 49
- 0.3% of market traffic
- Domain Rating
- 68
- Flat vs last month
- AI referrals
- 330
- 0.4% of traffic, early
01 · How the growth happened
The collaboration layer for AI engineering teams Traffic Trend & Channel Attribution
Monthly visit estimates · 2026-04 — 2026-09 · DR 68, flat
Sep 2026
90.1K↓ 24%
Where the new visits came from
Attribution needs two months of channel data; it appears automatically once available.
Monthly breakdown
| Channel | Jun | Jul | Aug | Sep |
|---|---|---|---|---|
| Total | 162.7K | 133.9K | 119.3K | 90.1K |
| Organic search | 101.7K | 89.6K | 71.9K | 52.9K |
| Direct | 38.7K | 23.4K | 31.9K | 25.2K |
| Organic social | 5K | 2.9K | 4.6K | 5.4K |
| Referrals | 7.1K | 9.2K | 6.5K | 4K |
| 703 | 1.1K | — | 52 | |
| Display ads | — | — | — | 38 |
| Paid search | 0 | 0 | 0 | 31 |
| Paid social | 0 | 0 | 0 | 12 |
02 · What you can borrow
The collaboration layer for AI engineering teams SEO Keywords, Sitemap Pages & AI Referrals
The collaboration layer for AI engineering teams’s acquisition moves across pages, search terms and AI referrals, each with its data source.
Search · source keywords — Non-brand terms bring 25% of search traffic
Non-brand terms are traffic anyone can compete for; higher CPC means higher commercial value.
| Keyword | Traffic | CPC | Rank |
|---|---|---|---|
| promptlayerBrand | 1.3K | $3.57 | 1 |
| openrouter apiBrand | 690 | $2.70 | 2 |
| supergrokNon-brand | 470 | $1.25 | 3 |
| claude dangerously skip permissionsUnclassified | 330 | $3.68 | 4 |
| prompt laterNon-brand | 310 | — | 5 |
Borrow: Search traffic is mostly branded, riding existing awareness; the non-brand needs it does not cover are open to you.
AI referrals · ChatGPT, Copilot… — AI referrals are early — not a growth source yet
330 visits from AI assistants (previous month 233), 0.4% of all traffic.
- ChatGPT49%
Borrow: No need to follow yet; watch whether it scales next month.
03 · Full growth history
The collaboration layer for AI engineering teams Promotion History, Backlinks & Launch Timeline
Above is what we observe automatically. The reconstruction starts from these moments, searches launches, community threads, directory listings and backlinks from the same period, fills in what The collaboration layer for AI engineering teams did at each step, and gives you a sequence to follow.
- Promotion timeline with original sources
- Traffic before and after each channel
- Exportable launch action list
Where it launched and who discussed it
Product Hunt, Reddit, X, directoriesWhich channels produced new backlinks
Ordered by first seenA launch sequence you can follow
Exportable action list
04 · Same-market benchmark
The collaboration layer for AI engineering teams Competitors & Alternatives Traffic Benchmark
Sep 2026 · Engineering and DevOps
| Product | Monthly visits | DR | MoM |
|---|---|---|---|
| The collaboration layer for AI engineering teamsThis product | 90.1K | 68 | -24.5% |
| LangChainSame market | 3.2M | 87 | +7.2% |
| ZeaburSame market | 327.7K | 72 | -11.6% |
| NaiveSame market | 38.9K | 31 | -25.5% |
Each product uses its latest observed month; different months are not a same-period ranking.
Know the next time The collaboration layer for AI engineering teams ships pages in bulk
We diff its Sitemap, backlinks and traffic daily and alert you only on real changes.
Method: visits and channel shares are third-party monthly estimates; channel change = monthly visits × channel share, month over month; site actions and traffic are shown by timing only, not as cause and effect.