AGENT JOURNEY RELIABILITY / IN DEVELOPMENT

Make every agent journey visible.

Know where agents get through, where they get stuck, and what your next release changed. AgentLens is being built to turn agent activity into evidence your team can act on.

Explore the sample replay
✳Clear activity. Verifiable outcomes. No invented agent thoughts.
⌑ AgentLens / Journey monitor
SAMPLE REPLAY
✣
TEST MISSION illustrative dataFind the team plan and API quickstart
⌁ demo-shop.example···
✳ NORTHSTARProduct  Pricing  DocsN
WORKSPACE PLANS

Good work starts
with a clear view.

Tools for teams that move with intention.

TEAM$24 / seat
✓
STUDIO$58 / seat
→
✳Co-workexample profile
OBSERVED ACTIVITY REPLAY
◎
Task intent

Locate a team plan and API setup guide

starting goal
01
⌕
Web search

Found the pricing and API guide paths

search results
02
↗
Fetch + crawl

Read route hints, then opened key pages

/pricing · /docs
03
✓
Verify

Found the API quickstart link

evidence captured
04
✓Goal reached4 steps · 8.4s · example trace↗
◎Task verifiedwith page evidence✓
↗Release diffjourney still passes+1
01 / SAMPLE JOURNEYExplore the interface
BUILT FOR TEAMS SHIPPING THE AGENTIC WEB
MAKE THE INVISIBLE ACTIONABLE ✳
DESIGNED AROUND
THE AGENTS PEOPLE USE
Profile names shown for concept illustration.
✳ THE AGENT EXPERIENCE LAYER

Not another score.
A better view of the work.

A site can look ready on paper and still leave an agent circling the wrong page. AgentLens is being shaped around real tasks: what an agent tried, what the website returned, and whether the intended result was verified.

See how a run reads
01⌕
intentrouteanswer

Start with the task

Write the job a person actually needs done. Track the path toward that outcome across pages and tools.

TASK-BASED
02✣
URL /pricing/teamCHECK plan details foundTRACE 4 observable steps

Show the evidence

Put observed actions beside the URLs, responses, and checks that support the outcome.

SOURCE-LINKED
03↗

Catch the regression

Compare runs after a change and pinpoint the step where a previously successful journey diverged.

RELEASE-AWARE
✳ INSIDE THE LENS

Follow the trail.
Find the turning point.

Replay a sample journey and see how task intent, page actions, and verification fit together. All values are illustrative—this demo does not browse a live site.

✳Journey playback/northstar.example
DEMO DATA
MISSION READ-ONLY EXAMPLE

“Find the team plan, then locate the API quickstart.”

✳Co-work · sample profile⌖ demo-shop.example◷ 8.4s
JOURNEY MAP6 / 6 STEPS
01◎IntentGoal defined
02⌕Web searchPaths found
03⇣FetchRoutes read
04⌘CrawlLinks mapped
05↗BrowsePage opened
06✓VerifyEvidence ready
ObservedCurrent stepNot in this sample
RUN TRACE

Observed activity

6 EVENTS
◎00.0s
Intent received

Find the team plan and API quickstart.

Goal · read-only task
GOAL
⌕01.2s
Web search

Search results point to pricing and docs.

Search · 2 relevant paths
SEARCH
⇣02.7s
Fetch route hints

Robots and sitemap paths were read.

GET /robots.txt · 200 OK
FETCH
⌘04.2s
Crawl key pages

Pricing and API guide links were discovered.

/pricing · /docs · 3 links
CRAWL
↗06.1s
Browse team plan

Plan details match the stated team size.

/plans/team · page evidence
BROWSE
✓08.4s
Outcome verified

API quickstart link found on the docs page.

Assertion · destination present
PROOF
i Activity summaries describe visible actions and evidence, not private chain-of-thought.
◌06OBSERVED STEPS
◷8.4sDURATION
✣2,184TOKENS sample value
✓VerifiedSAMPLE OUTCOME
SIMULATED EVENT STREAMNO REAL REQUESTS · NO CUSTOMER DATA
✳

When connected to an agent runner, this is the kind of trail AgentLens aims to make inspectable.

✳ A CLEARER KIND OF OBSERVABILITY

Show what happened.
Be honest about what didn’t.

Agent behavior is hard to interpret. AgentLens should make the evidence legible without presenting guesses as facts.

◎OBSERVABLE

What the run can prove

  • ✓ Pages and links visited
  • ✓ Tool calls and returned status
  • ✓ Checks that passed or failed
  • ✓ Timing and provider-reported usage
⌁CLEAR LIMITS

What stays a boundary

  • ↗ No invented private thoughts
  • ↗ No “success” without a check
  • ↗ No live claims from demo data
  • ↗ No credentials in this prototype
✳

“The goal isn’t to watch a cursor move. It’s to know whether the work got done—and why.”

THE AGENTLENS PRINCIPLE
✳ THE ROAD AHEAD

From first scan
to release confidence.

AgentLens is an early product direction. The first version is focused on making a small number of valuable, read-only journeys easy to inspect and repeat.

01
⌕domain→signals

Choose a journey

Describe a task and the outcome a successful run should prove.

PLANNED
02
✳agent→evidence

Observe the path

Replay the observable steps through the site and linked tools.

PLANNED
03
↗release A→release B

Compare releases

Spot the change that shifted a journey, with a report your team can use.

PLANNED
YOUR SITE. THEIR NEXT MOVE.

Make room for
the agentic web.

Help shape an observability tool that makes agent journeys easier to understand, test, and improve.

✳

SHAPE THE FIRST RELEASE

Request early access

Tell us a little about your site and the agent journey you care about.

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Or email research@iswebmcp.com directly