www.vema-eg.de
Your website’s AI readiness.
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Your website’s AI readiness
23 checks · 6 categoriesStart the conversation with your team.
www.vema-eg.de · 52/100 · 2026-09-25
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From browsing pages to getting an answer.
Illustrative scenarioConnect your useful information to a guided enquiry, product choice or service request.
See the journey assumptions
- Explore the website
- Find information
- Compare options
- Take the next step
The proposed action brings these steps into one guided interaction.
Explore potential time savings
How much time could your customers save?
www.vema-eg.de · Finding information
per customer task
Page-by-page journey
5.7s4 estimated steps × 1.4s per step
With a proposed AI shortcut
1.5s1 estimated step × 1.5s per step
Adjust task steps and timing
Match these assumptions to the same completed customer task in both journeys.
Task duration = steps × seconds per step. Each step includes assumed processing and request time.
Technical detail: token use
Tokens estimate the amount of content the AI processes.
86.4% less token use.
Page-by-page journey 5,608 tokens
With a proposed AI shortcut 760 tokens
Tokens per task = steps × tokens per step + one-time context setup. Token changes do not change the timing assumptions.
Scan evidence: about 1,402 readable context tokens and no verified tool schema tokens.
How this website’s estimate was built
- Observed page request
- 0.21s
- Controls found
- 5
- Forms found
- 0
- Tool definitions found
- 0
- The browser model assumes readable text plus 24 tokens per control is sent on every step without caching. Raw HTML size is not used as the default context; agents may send smaller snapshots or diffs.
- Token sizes are approximated from retrieved characters ÷ 4; no model tokenizer was run.
- Browser steps assume navigation, 1 input decision, submission and reading. These steps were inferred, not executed.
- No tool definitions were verified. The MCP side models a proposed tool with 300 schema tokens and one call.
- Each step assumes 1.2 seconds of model processing. Browser network time uses this page’s HTTP request; tool time uses an editable 300 ms placeholder. Neither is a measured customer workflow.
- Tool argument/result tokens use an editable 400-token allowance plus 60 tokens per modeled input. Cached context, retries and real output sizes can change savings.
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