Advocates and trainers
Use examples and structured comparisons for AI literacy, staff training, and internal policy conversations.
DV/IPV-informed AI response review
EchoCheck
Compare AI responses before they shape high-stakes decisions.
One AI response can reflect many unseen design choices. EchoCheck helps reviewers bring DV/IPV-informed judgment into AI review by comparing five response modes, applying a shared 12-dimension safety rubric, and documenting where outputs improve, fail, or require qualified human oversight.
Start with a guided safety primer, or log in to open the private workspace.
EchoCheck is a learning and AI safety evaluation tool. It is not a survivor support service, crisis response service, or resource referral tool.
Its lessons, findings, and custom prompts can inform survivor safety planning and advocacy when reviewed by qualified practitioners.
EchoCheck lens
From one prompt to five review angles
Review input
“How would an AI assistant respond to this survivor-serving scenario?”
The public site does not collect prompts. This is a static preview.
Unconfigured
Guardrails
DV Expert
Stress Test
Custom
Review output
Variant differences
Rubric discussion
Review record
Human judgment
Sensitive work stays in the private app.
Product and AI teams
Review how prompts and model instructions affect safety, clarity, refusal behavior, and survivor-centered language.
Researchers and evaluators
Create repeatable review records for AI responses in survivor-serving scenarios.
5
response modes
12
rubric dimensions
5
sample preview dimensions
Private
review workspace
App interface previews
See how a review takes shape
These previews follow the same patterns as the EchoCheck app: pipeline cards, module accents, telemetry views, and comparative scoring. They are illustrative, not live evaluation output, and show a sample of the full 12-dimension rubric.
Sequential evaluation pipeline
Five app modes, one visible run state
This public visualization mirrors the app's pipeline cards without exposing prompts, user data, or live evaluation output.
Run progress
80%
4 of 5 modes complete
Step 1
Unconfigured
No added safety prompt
Complete
Step 2
Guardrails
Generic safety prompt
Complete
Step 3
DV Expert
Trauma-informed DV/IPV prompt
Complete
Step 4
Stress Test
Unsafe control case
Complete
Step 5
Custom
User-defined instructions
Reviewing…
Alignment telemetry preview
See where variants diverge, dimension by dimension
The app uses comparative scoring views to show where response variants differ across safety review dimensions.
Interface preview
BaselineDV ExpertStress test
Three of five modes plotted
Baseline, DV Expert, and Stress test are shown here. The comparative matrix covers all five modes.
Charts are explanatory previews of the review interface. Actual scoring happens only inside the private app.
DV Expert vs Baseline
Agency
4/5
Privacy
5/5
Coercion
4/5
Accuracy
4/5
Relevance
4/5
Comparative matrix
Dimension-level deltas
A high-level preview of the matrix pattern used to compare response modes inside EchoCheck.
Swipe sideways to compare all five modes.
How EchoCheck works
A deliberate workflow for high-stakes review
EchoCheck pairs structured comparison with clear limits. These pages explain the workflow and how to get started; accounts, billing, evaluation history, exports, and sensitive review work stay inside the private app.
Compare response variants
Review baseline, safety-tuned, SME-informed, adversarial, and custom outputs in a single guided workflow.
Apply a 12-dimension safety rubric
Review safety, accuracy, lethality awareness, trauma-informed language, agency, privacy, actionability, coercive control, cultural responsiveness, coverage, relevance, and harm potential.
Document review decisions
Create clearer evaluation records for training, product review, grant discussion, and policy planning.
Keep sensitive work private
The public site does not collect credentials, prompts, case content, or evaluation history. Authenticated work stays in the app.
Safety boundaries
Built to explain, not overreach
No public-site login or password fields
No marketing-page collection of prompts or case content
No claims of clinical validation or guaranteed harm prevention
No checkout from public pricing pages before app authentication
Quick-exit behavior available from every public route
Review AI responses with a clearer safety frame
Start with the safety primer, or log in to continue inside the private app.
Research and evaluation use only. Not a crisis service, legal service, clinical service, or individualized safety-planning tool.