Evaluation / protocol audit
AI benchmark audit
Twelve checks for versions, scaffolds, budgets, grading, task distribution, uncertainty, artifacts, cost, and reproducibility.
Open full checklist →Copy-ready iframe
ResearchAudio / distribution kit
Put the working audit beside the claim.
Add a browser-local AI checklist or calculator to a technical article, documentation page, course, or resource library. Readers can inspect the protocol or change every assumption without leaving your site.
Read the complete publisher guide →One field, then copy
Name the site carrying the widget.
This creates a readable source label for aggregate attribution. It is added to the link only; nothing is submitted or stored.
No plugin. No account. No API key.
Embed a free AI calculator in three steps.
Every widget is a hosted iframe. Paste it into a custom HTML or embed block and the working tool appears inside your page.
- 01
Name your site
Replace “partner-site” above with a short publication or domain name so visits remain attributable.
- 02
Copy one iframe
Choose the checklist or calculator that directly supports the claim, table, tutorial, or decision on your page.
- 03
Paste and publish
Use a custom HTML or embed block. Keep the visible ResearchAudio credit and set the frame height if your theme clips it.
Works with
- WordPress
- Webflow
- Ghost
- Beehiiv
- Static HTML
Agents / authority boundary
AI agent security
Twelve controls for goal integrity, least privilege, approvals, isolation, tool provenance, secrets, audit trails, shutdown, and recovery.
Open full checklist →Copy-ready iframe
Tokens / monthly budget
LLM API cost
Requests, input and output tokens, caching, retries, and attached per-request charges.
Open full calculator →Copy-ready iframe
Inference / hardware fit
LLM GPU memory
Model weights, KV cache, runtime headroom, usable VRAM, and minimum GPU count.
Open full calculator →Copy-ready iframe
Local inference / hardware fit
Local LLM GPU compatibility
Model size, precision, GPU capacity, usable memory, runtime reserve, and minimum device count.
Open full checker →Copy-ready iframe
Local inference / model discovery
What LLM can I run?
Start with available VRAM and find the largest listed model-size floor at INT4, INT8, or FP16.
Open full finder →Copy-ready iframe
Context / concurrency
LLM KV cache
Exact cache memory per token, sequence, context window, concurrency level, and GQA savings.
Open full calculator →Copy-ready iframe
Voice / resolved outcome
AI voice agent cost
Platform, telephony, STT, TTS, LLM, failed resolutions, and human handoffs.
Open full calculator →Copy-ready iframe
Automation / business case
AI agent ROI
Failures, human review, recurring cost, implementation cost, savings, and payback.
Open full calculator →Copy-ready iframe
Agents / loop reliability
AI agent loop diagnostic
Ten checks for termination, validation, recovery, budgets, escalation, and traces.
Open full diagnostic →Copy-ready iframe
Economics / successful task
AI cost per successful task
Retries, failures, human review, API spend, and the loaded cost of a successful outcome.
Open full calculator →Copy-ready iframe
Automation / task fit
AI task fit diagnostic
Test whether a task has a target, judge, error signal, bounds, cadence, and clear ownership.
Open full diagnostic →Copy-ready iframe
Codex / project configuration
Codex CLI config.toml generator
Build project_doc_fallback_filenames, project_doc_max_bytes, and AGENTS.md-aware Codex settings.
Open full generator →Copy-ready iframe
Codex / automation
Codex exec command builder
Compose codex exec --json commands with sandboxing, schemas, ephemeral mode, and Git checks.
Open full builder →Copy-ready iframe
Tokens / cache economics
Prompt caching cost
Compare cache reads, writes, hit rate, total savings, and break-even usage.
Open full calculator →Copy-ready iframe
Voice / latency architecture
Voice AI architecture latency
Model endpointing, transcription, fast and slow branches, TTS, and first-audio playout.
Open full calculator →Copy-ready iframe
Live specimen
This is the actual widget.
Checklist answers and calculator inputs stay inside the visitor’s browser. The frame includes a visible ResearchAudio credit, an attributable “open full tool” link, and the existing free-subscription path.
Publisher FAQ
Before you paste the code.
How do I embed an AI calculator on my website?
Enter your site name, choose a ResearchAudio tool, copy its iframe, and paste it into a custom HTML or embed block on your website.
Which website platforms support the AI tool embeds?
Any platform that accepts iframe or custom HTML blocks can use the widgets, including WordPress, Webflow, Ghost, Beehiiv, and static HTML sites.
Do embedded ResearchAudio tools collect visitor inputs?
No. Checklist answers and calculator inputs stay in the visitor’s browser. ResearchAudio only receives normal page and link attribution data.
Can I embed the AI tools for free?
Yes. All sixteen widgets are free to embed in public articles, documentation, tutorials, courses, and resource pages as long as the visible ResearchAudio credit remains.
Use conditions
Free to embed. Keep the credit visible.
Use the widgets in articles, documentation, tutorials, courses, and public resource pages. Each tool remains hosted by ResearchAudio, so improvements appear without replacing the code.
Do not remove the ResearchAudio credit, place the tool behind a paywall, claim it as your own, or use it to collect sensitive inputs. These are planning instruments, not certifications, provider quotes, or financial advice.
For builders who show their work
Get the evidence behind the next AI claim.
ResearchAudio traces sources, costs, limitations, and adoption questions for engineers and product builders.