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Customer Success AI agent · Community answers

Community Answer AI Agent

Badge the draft as the company that wrote it, carry the instruction it was written under alongside the sources, and hand the post to the named community lead who releases it.

4–6 weeksTypical delivery
Your stackDeployment
Badge firstCommunity lead
Agent CareAfter launch

What this agent does

Drafts the answer, never posts it

In
01

A question is posted, and what makes an answer wrong is the silence about who wrote it.

02

An answer is drafted under Part 255, which are Guides read into Section 5 rather than rules.

Reason
03

A board where an employee posts unbeknownst to it is Example 8 at 16 CFR 255.5(b).

04

A duty to guide, monitor and remedy sits at 255.1(d), which says of itself "While not a safe harbor".

05

A support thread is not a review platform, so 465.1(d) leaves most of a forum outside Part 465.

Decide
06

An answer never runs under an invented name, which is what 465.2(a)(1) treats as a misrepresentation.

07

A member in the EU reads it, and Article 50(1) asks only that a person be told an AI answered.

Out
08

A notice arrives about a thread, and DSA Article 16 owes a reply, with no exemption for a small forum.

09

Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

Drafting, badging and sourcing belong to the agent. Posting belongs to a named community lead, who puts the answer into the thread and answers for it.

Example workflow

One question, thread to post

AgentHuman
1Question receivedCommunity threads, product boards, knowledge-base comments or docs feedback
2Sources assembledThe documentation, the release notes, the known-issue records and the prior threads, each named
3Answer draftedThe draft, the badge it will carry, the sources under it and confidence
4Controls appliedBadge checks, persona checks, source checks and drafting confidence
No human action required

Stages 1 to 4 run unaided, and nothing is posted at any of them — the agent is drafting, and the community lead lane opens at the badging gate.

5DecisionSplits at the badging gate
Badge and sources complete

Goes to the named community lead.

Anything unsourced

Adds a moderation lead read first.

Community lead review

The draft is held with its badge, its sources and the instruction it was written under.

Post · Add source · Send to moderation review
Posted — by the named community lead
6Community and knowledge records updatedOnly where write access and records policy allow it
7Outcome evaluatedBadge coverage, source accuracy, lead corrections and what review found
Corrections

Each community lead correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Posting an answer into the community.
Taking a post down after a notice.
Deciding a disclosure is not needed.
Answering under a human name.
Automation boundaryAgent acts unaided
Draft the answer from the documentation on file.
Carry the company badge into the draft it writes.
Name the documents, release notes and threads behind each answer.
Flag a question the documentation on file will not settle, and hold it.
Nothing is posted except by a named community lead, inside the agreed boundaries.
Judging whether a badge reads clearly enough.
Telling a regulator that a posting was disclosed.
Deciding what a community may not discuss.
Changes to the badging, instruction or moderation rules.

Example output

One community answer, annotated

This serves a community team who may have to show who wrote a helpful post and what it said about them; below is one answer exactly as the agent leaves it.

Answer record · single threadIllustrative example
Thread
Recorded as
Board
Evidence of record
Confidence
Held for
Connector timeout, integrations board
Drafted from the release notes
Company badge attached
Release note, 4 August 2026
Held unposted
The named community lead
As receivedDrawn from the release notes and the known-issue record on file, and it claims nothing beyond them.
What the record holds Release note Known-issue record Prior community thread
Why no post herePosting into the thread is a judgement the community lead makes.
ActionPostAdd sourceSend to moderation review
What the score decidesBelow the configured threshold the draft gets a moderation read before the lead sees it.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every answerFrom the thread it belongs to
03Evidence

Where the answer came from

Social community management works brand channels and audience support works viewers; this is the product community the company runs, where the poster works there and the post has to say so.

01Approved path

The badge is the whole case

A post your own agent writes is your own content: Section 230 covers what a customer says in the thread and never what you say in it.

02Human review

What was checked, and not found

Checked across the instruments surveyed: nothing is filed, nobody signs, and no record-keeping duty sits in Part 255, Part 465 or the DSA for an ordinary company running a forum.

04Build an evidence trail

The post, the badge it carried and the instruction behind it stay together.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Community platformsKhoros · Higher Logic
Discourse · Salesforce Experience Cloud
Knowledge bases and docsZendesk Guide · Confluence
Document360 · Guru · doc sites
Support desks and ticketsZendesk · Freshdesk · Help Scout
Salesforce Service Cloud · Intercom

Agent

Community answers and badging

Reads the thread
Drafts the answer
Holds for the lead

Identity and moderationOkta · Entra ID · community SSO
Moderation queues and flag routing
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six stamps between the model and the thread

Six stamps on one page, the last the hardest to earn. What is posted is set out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modePull the agent back to private drafts when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and badging rules, and note the version each answer was drafted under.Track
L4TraceabilityRecord each draft, the sources under it, the badge it carried and every read of the file.Record
L3Community releaseHold the draft for a named community lead; the hold governs release, not whether the answer is right.Gate
L2Badging guardrailsTest each draft against the configured badging rules, and refuse a draft that carries no attribution.Restrict
L1Confidence thresholdsRoute a thinly sourced draft to a moderation read before it reaches the community lead.Require review
Model coreAnswer drafted — the badge, the sources, the instruction and confidence
L1 – L2Test whether an answer may stand
L3Leaves the posting to a named lead
L4 – L5Keep the post and the instruction behind it
L6Posts nothing at all when signals degrade

How Nestack evaluates it

Evaluate the whole answering path — not only the post that comes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the answer the community reads
Depth of coverage ▼
E1Final-output evaluationDid the post carry the badge and the sources it was drafted with?
E2Step-level evaluationDid the agent read the right documents, the right version and the live badging rules?
E3Tool evaluationDid it read and write the correct thread and the correct board?
E4Confidence calibrationDo low-confidence drafts actually attract more lead corrections?
E5Slice evaluationHow does performance change across specific boards?
E6Business outcomeHow many drafts needed a correction before the lead posted?
Floor — the sources an answer rests on

Failure modes

Where each failure originates in the agent

Seven failure modes, each pinned to the stage where it first appears.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
OF-03

Superseded document read

The answer rests on a note that has been replaced.

Stage gathersThe threads, the docs, the notes and the badges
02 · Reasoning2 modes
OF-04

Answer asserted, not sourced

A claim appears with no document under it.

OF-06

Badge omitted from the draft

A draft goes forward with no attribution.

Stage proposesThe draft, the badge, the sources and confidence
03 · Tool / write2 modes
OF-02

Thin answer passed forward

A draft moves on without the moderation read.

OF-05

Answer bound to wrong thread

The post is filed against another question.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
OF-01

Posted, badge unrecorded

The record shows the post but not the badge on it.

Stage returnsThe answer a member reads and acts on in the thread
05 · Change / Version1 mode
OF-07

Silent badging drift

A badge rule changes while older posts keep the old one.

Stage tracksModel, prompt, badge rules and posting dates
Sev-1 · a post published with no badge Sev-2 · a wrong answer reaches the thread Sev-3 · source degrades, draft held back

Affected slices

Peer boards absorb the corrections

A board-level badging figure can read clean while peer-to-peer product boards carry most of the corrections. Nestack reports the correction rate by board, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Peer-to-peer product boards10.7%3.7× Review
Cross-posted vendor threads7.6%2.6× Review
Docs comment threads4.8%1.7× Watch
Badged support boards2.4%0.8× Normal
Bar: correction-rate lift vs. badged-support-board baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What an unbadged post costs

A loop shuts when the post that carried no badge is a standing case. That suite is what the next answer published is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Correction rate rises on peer-to-peer product boards.

02Diagnose

The helpful answer near the top of the thread, written by someone who works there and saying so nowhere, is worked backwards until one cause is left standing.

03Improve

A change ships numbered, and the posts that caused it travel beneath it.

04Verify

Each touched post case is run once more, and one red stops it.

05Learn

The case is kept for good, and the badging rules move with it.

Learn → DetectThe return edge. The next answer is measured against a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, threads, answer drafting, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Community-workflow and automation-boundary scoping.
02Community, docs and desk sources.
03Instruction-to-answer and disclosure-coverage mapping.
04Thread and document ingestion.
05Answer, source and badge binding.
06Badging scoring and review routing.
07Community lead posting workflow.
08Community-platform integration.
09Badge and instruction cases.
10Guardrails and badging controls.
11Post-trail instrumentation.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne board, one month ProductionProduction community workflow AdvancedMultiple boards / languages
Introduced at Pilot
Answer drafting to your documentation
Named community lead posting
Community-thread baseline
Introduced at Production
Reporting by board
Moderation review workflow in your systems
Approved write-back
Forum-platform integration
Introduced at Advanced
Multi-board badging rules
Cross-board answer packs
Large thread archives
Multi-board badging controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, thread volume, approval controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01Your live boards and the badge each poster carries Badging capture and board bindingWeek 1
02Representative threads, answers and documentation Source binding, drafting logic and the answer baselineWeek 2
03Your posting instruction and the leads it names Badging mapping, source binding and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Community, docs and desk source assessment, then integration setupWeek 2
05Posts you would not want attributed Badging cases and the evaluation roundWeek 4
06What no post may claim Badging checks, review routing, guardrails and release controlsWeek 3
07A named community lead who posts the answer Release to the named community lead, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

The fifth week doubles up because two phases truly run together, not because the drawing needed it.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Community discovery, badging rules and the automation boundary W2Source integration and the community-thread baseline W3Answer drafting, badging logic and release controls W4Evaluation suite, badging cases and failure-mode testing W5Community-platform integration, pilot threads and targeted corrections W6One community month run under the community lead, then Agent Care handover
Reading the bandA bar spans only the weeks its own work is named in, and the fifth week is shared on purpose.
At the end of W6When the badge record validates, Agent Care takes the agent on.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Customer Success AI agent

Build a community answer agent around the badge your last helpful post never carried.

One thread, one answer, written by somebody on the payroll. Show us your busiest board and the last answer an employee posted into it. Nothing is filed and nobody signs, so what is left is what you can show: the badge, the instruction and the day it went up.

Nestack Agents · Community answersAGT-CX-13 · Agent Care available after launch