Coming soonAI Context Layer for Incidents

Every incident, explained. Every stakeholder, informed.

SREnity pulls the ticket, work notes, diagnostics and network data behind an IT incident into one place. It drafts an evidence-linked summary, the timeline, the PIR report and an email for every stakeholder, before your bridge call ends.

Early sign-ups get a founding-team discount and a priority pilot slot.

Cited
Every claim
Read-only
Every connection
You approve
Every draft
Live incident · INC0012345
02:11:00 UTC
Your delivery loop

A customer's broadband just went dark. TapClick the gap to let SREnity close the loop.

Incident ticketP2 · In progress
INC0012345 · ROUTER-BLR-0042

Broadband service down due to failed CPE/router hardware

Impact
1 – High
Urgency
2 – Medium
Reading the Ops side…
  • Read 14 work notes on ROUTER-BLR-0042
  • Correlated power loss with WAN link down
  • Root cause: failed CPE router hardware
Shipped by SREnity0/5
  • Incident timeline
  • Incident summary
  • PIR report
  • 3 stakeholder emails
  • 4 action items → backlogDev
RaisedInvestigatingDraftingResolved
01 · Live demo · simulated data

Watch SREnity work an incident

Pick a network or an application incident and follow it from the raw ticket to a summary, a cited timeline, the PIR report and three stakeholder emails. The data is simulated; the output is what your on-call reviews before anything goes out.
Pick an incident
srenity / incidents / INC0012346
INC0012346In progress · P2

High packet loss and latency on Kolkata–Chennai WAN link

Opened 10:14 IST · 4 responders

Category
Network / WAN Degradation
Service
Broadband Internet Service
CI
WAN-LINK-KOL-CHN-01
Group
Network Operations
Impact
1 – High
Urgency
2 – Medium
  1. 1
    Connecting to your ITSM
    pending
  2. 2
    Reading work notes & responder comments
    pending
  3. 3
    Pulling diagnostics & network data
    pending
  4. 4
    Mapping stakeholders & blast radius
    pending
  5. 5
    Building the incident timeline
    pending
  6. 6
    Compiling the PIR report
    pending
  7. 7
    Drafting stakeholder emails
    pending
$ srenity analyze INC0012346 --deliver timeline,summary,pir,emails
waiting · press Run analysis to start
02 · What it does

One platform. Every fact traced to its source.

Tickets alone never tell the whole story. SREnity pulls the ticket, work notes, diagnostics and network data into one place, then builds one timeline where every fact points back to the record it came from.
02.1 · Context layer · INC0012346Live trace
Sources · pulled read-only
SREnity
Context layer
linking evidence
Traceroute · 10:21
↓
PIR · RCA
Outputs · every line cited
Gap flaggedCarrier fault start time: in none of the sources, so SREnity says so instead of guessing.
02.2

Plugs into the tools you run

Read-only connections that follow the incident as responders work it. No CSVs, no copy-paste, no new console for the on-call to learn.
  • ITSM tool Read-only
  • Testing tool Read-only
  • Monitoring platform Read-only
02.3

Sees the blast radius

Correlates degraded links, affected sites and inbound service-desk noise into one impact map: the backbone of every summary it writes.
02.4

Three emails, three audiences

  • Customers & managers
    Plain language, jargon-free, safe to forward
  • Engineers
    Timeline, evidence and action items with owners
  • Leadership
    A crisp update built for a 30-second scan
1 timeline
every event cited to its source
1 summary
evidence-linked, for the bridge and the ticket
1 PIR report
with the RCA, lessons learned and an owned action plan
3 emails
for customers, engineers and leadership
03 · How it works

Three steps, zero ceremony

01

Connect

Give SREnity read-only access to your ITSM, testing and monitoring tools. It picks up incidents the moment they open.

Read-only · scoped access
02

Investigate

SREnity reads tickets, work notes, diagnostics and network data, and builds the real story: who, what, when, how bad. Gaps and contradictions are flagged, never guessed.

Every fact cited to a source
03

Communicate

You get the summary, the timeline, the PIR report and three audience-ready emails. Review, edit, send from your own tools, move on.

Summary · timeline · PIR · emails
04 · Evidence & trust

Every fact checked. Every connection read-only.

SREnity is built to be audited, not taken on faith. Here is how a draft earns the right to state something as fact, and what the platform is designed never to do with your data.

How a claim gets published

  1. 01
    Quoted

    Each claim carries the exact passage of the work note, alarm or metric it came from. The quote is checked against the source text; a mismatch blocks the claim.

  2. 02
    Checked

    Names, numbers, units and times are compared with the source. A draft can't say 4% loss when the evidence says 2.6%.

  3. 03
    Conflicts kept

    When two notes disagree, both are shown and cited. SREnity never quietly picks the newest note as the truth.

  4. 04
    Labelled

    A root cause is marked as stated by a responder, inferred from evidence, or unknown. An inference is never dressed up as a confirmation.

A claim that fails a check is not published as fact. It becomes a visible “unknown” or “conflict” note instead.

Example · two work notes
  1. [1] 10:00“Suspect DNS.”
  2. [2] 10:15“DNS checks passed; carrier investigating loss.”
Draft claims, checked
  • DNS caused the outage
    [2] says DNS checks passed
    contradicted
  • The carrier caused the outage
    [2] says the carrier is still investigating
    unverifiable
  • The DNS suspicion wasn't supported by later checks
    Cites [1] and [2]
    supported
What gets published

The initial DNS suspicion was not supported by later checks; the carrier was still investigating packet loss. [1][2]

Read-only by construction

Connectors reach approved endpoints only, through read-only allowlists. Each credential is bound to a single connection.

No tools that act

The drafting agent has no tools that change infrastructure, tickets or configuration, and text inside a ticket can't grant it any.

Isolated per customer

Row-level database policies separate every customer's data. Files sit in private, encrypted, customer-scoped storage.

Redacted before the model

Sensitive fields are redacted before anything reaches the language model. Provider and region are fixed per deployment, never switched silently.

Logs without your content

Operational logs hold IDs and status, not notes, prompts or secrets. Our operators have no standing access to incident content.

Retention you set

Retention is configured per customer. Deletion removes the data and its cached copies, and leaves a receipt with no content in it.

No accuracy claims until pilots earn them

We won't quote a success rate we haven't measured. Every pilot is scored the same way:

Against your baseline

We measure your team's review, edit and approval time against how long the same updates take today.

On your own incidents

20–50 of your historical incidents first, then live incidents where you allow it.

Reported with limits

Results come with sample size and caveats. Any manual help from us is logged, not passed off as automation.

05 · FAQ

Before you sign up

What teams ask us most while SREnity is in early access. Anything else, ask us at the address below.

When does SREnity launch?

We're onboarding a small group of pilot teams first, with general availability to follow. Join the early-access list and you'll hear from us before anyone else.

What do early sign-ups get?

A founding-team discount on your first year, a priority pilot slot run on your own incidents, and a direct say in which integrations we build next.

Who is SREnity for?

IT operations teams, network operations centres, MSPs and SRE teams who run incident bridges and owe updates to customers, engineers and leadership at the same time.

Which tools does it work with?

SREnity connects read-only to your ITSM or ticketing system first, then to monitoring sources such as metrics, alarms and logs. Tell us your stack when we follow up on your sign-up; it decides which connectors ship first.

Does SREnity send emails or change anything?

No. It drafts; your engineer reviews, edits and sends from their own tools. Access is read-only, so it never changes your network, your tickets or your configuration.

Is our data used to train AI models?

No. SREnity runs on an existing model and needs none of your data for training. Your incidents are used only to draft your own summaries, updates and reports. They are never used to train or fine-tune any model, and never shared with another customer.

How is our incident data protected?

Connectors are read-only and reach approved endpoints only. Each customer's data is isolated, sensitive fields are redacted before anything reaches the language model, logs carry no incident content, and retention is set per customer.

How do I know the summary is accurate?

Every factual statement links to the exact work note, alarm or metric it came from. When evidence is missing or contradicts itself, SREnity says so instead of guessing.

Coming soon · early access open

Your next incident,
already explained.

SREnity is in private build with network operations and MSP teams. Join the early-access list and be first in line when we launch.

  • Founding-team discount
    A locked-in discount on your first year, for early sign-ups only.
  • Priority pilot slot
    Onboarded first, on your own incidents, with us on the call.
  • Shape the roadmap
    Tell us your stack and your worst incident; it decides what we build next.

Questions first? contact@srenity.tech

Get early access

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