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.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Community lead
- Badge first
- After launch
- Agent Care
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
- 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.
Goes to the named community lead.
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 required
8 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 boundary
Agent 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 thread
Illustrative example- Thread
- Connector timeout, integrations board
- Recorded as
- Drafted from the release notes
- Board
- Company badge attached
- Evidence of record
- Release note, 4 August 2026
- Confidence
- Held unposted
- Held for
- The named community lead
As received
Drawn 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 here
Posting into the thread is a judgement the community lead makes.
What the score decides
Below the configured threshold the draft gets a moderation read before the lead sees it.
Action
PostAdd sourceSend to moderation reviewValue
Where AI adds value
The same four claims, placed at the point in the workflow where each one applies.
Where the value lands
Value 01 – 04
Every answer
From the thread it belongs to
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.
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.
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.
Build 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 platforms
- Khoros
- Higher Logic
- Discourse
- Salesforce Experience Cloud
Knowledge bases and docs
- Zendesk Guide
- Confluence
- Document360
- Guru
- doc sites
Support desks and tickets
- Zendesk
- Freshdesk
- Help Scout
- Salesforce Service Cloud
- Intercom
Agent
Community answers and badging
- Reads the thread
- Drafts the answer
- Holds for the lead
Identity and moderation
- Okta
- Entra ID
- community SSO
- Moderation queues and flag routing
Observability & evaluation
- OpenTelemetry
- 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 defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether an answer may stand
- L3
- Leaves the posting to a named lead
- L4 – L5
- Keep the post and the instruction behind it
- L6
- Posts 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
- 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 lifecycle
Direction of processing →
01 · Retrieval
1 mode
- OF-03
Superseded document read
The answer rests on a note that has been replaced.
Stage gathers
The threads, the docs, the notes and the badges
02 · Reasoning
2 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 proposes
The draft, the badge, the sources and confidence
03 · Tool / write
2 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 writes
Only where write access and approval policy allow it
04 · Output
1 mode
- OF-01
Posted, badge unrecorded
The record shows the post but not the badge on it.
Stage returns
The answer a member reads and acts on in the thread
05 · Change / Version
1 mode
- OF-07
Silent badging drift
A badge rule changes while older posts keep the old one.
Stage tracks
Model, 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 aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Peer-to-peer product boards | 10.7% | 3.7× | Review | |
| Cross-posted vendor threads | 7.6% | 2.6× | Review | |
| Docs comment threads | 4.8% | 1.7× | Watch | |
| Badged support boards | 2.4% | 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 stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Correction rate rises on peer-to-peer product boards.
- 02
Diagnose
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.
- 03
Improve
A change ships numbered, and the posts that caused it travel beneath it.
- 04
Verify
Each touched post case is run once more, and one red stops it.
- 05
Learn
The case is kept for good, and the badging rules move with it.
Learn → Detect
The 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.Week 1
- 02Community, docs and desk sources.Week 1, Week 2
- 03Instruction-to-answer and disclosure-coverage mapping.Week 1, Week 2
- 04Thread and document ingestion.Week 2
- 05Answer, source and badge binding.Week 2, Week 3
- 06Badging scoring and review routing.Week 3
- 07Community lead posting workflow.Week 3, Week 4
- 08Community-platform integration.Week 5
- 09Badge and instruction cases.Week 4, Week 5
- 10Guardrails and badging controls.Week 4
- 11Post-trail instrumentation.Week 5, Week 6
- 12Deployment, documentation and Agent Care handover.Week 6
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 price
- Confirmed after discovery based on integrations, workflow complexity, thread volume, approval controls and deployment requirements.
- Separate from build
- Build 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 bring
We build with it
01Your live boards and the badge each poster carries
→Badging capture and board binding
Week 102Representative threads, answers and documentation
→Source binding, drafting logic and the answer baseline
Week 203Your posting instruction and the leads it names
→Badging mapping, source binding and the automation boundary
Week 104Access to relevant APIs, feeds or exports
→Community, docs and desk source assessment, then integration setup
Week 205Posts you would not want attributed
→Badging cases and the evaluation round
Week 406What no post may claim
→Badging checks, review routing, guardrails and release controls
Week 307A named community lead who posts the answer
→Release to the named community lead, then pilot and production validation
Weeks 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
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – 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 band
- A bar spans only the weeks its own work is named in, and the fifth week is shared on purpose.
- At the end of W6
- When the badge record validates, Agent Care takes the agent on.
- Duration
- Six-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.
- Typical delivery
- 4–6 weeks
- Deployment
- Your community boards
- Community lead
- Badge first
- After launch
- Agent Care available
Nestack Agents · Community answers
AGT-CX-13 · Agent Care available after launch