@@ -8,43 +8,43 @@ Solution architects play a critical role in translating insights from telemetry,
88
99### A backlog in AI and agent operations typically contains:
1010
11- Enhancement requests
11+ * Enhancement requests
1212
13- Feature gaps
13+ * Feature gaps
1414
15- Recurrent issues or failure modes
15+ * Recurrent issues or failure modes
1616
17- Userreported friction
17+ * Userreported friction
1818
19- Operational risks
19+ * Operational risks
2020
21- Governance or policy misalignment concerns
21+ * Governance or policy misalignment concerns
2222
2323### User feedback may originate from:
2424
25- Conversation transcripts
25+ * Conversation transcripts
2626
27- Agent usage analytics
27+ * Agent usage analytics
2828
29- Support tickets
29+ * Support tickets
3030
31- Internal surveys
31+ * Internal surveys
3232
33- Inapp rating prompts
33+ * Inapp rating prompts
3434
35- Observability dashboards
35+ * Observability dashboards
3636
3737### Effective backlog analysis helps solution architects:
3838
39- Prioritize improvements based on impact
39+ * Prioritize improvements based on impact
4040
41- Classify themes and detect emerging patterns
41+ * Classify themes and detect emerging patterns
4242
43- Understand user sentiment and expectations
43+ * Understand user sentiment and expectations
4444
45- Validate whether agent behavior aligns to business intent
45+ * Validate whether agent behavior aligns to business intent
4646
47- Identify opportunities for automation and process redesign
47+ * Identify opportunities for automation and process redesign
4848
4949## 2. Framework for Backlog Analysis
5050
@@ -54,17 +54,17 @@ Use a structured, repeatable model to elevate analysis to a solutionarchitecture
5454
5555#### Organize items into categories such as:
5656
57- ** Accuracy and Reasoning** : Incorrect, missing, or lowconfidence responses
57+ * * * Accuracy and Reasoning** : Incorrect, missing, or lowconfidence responses
5858
59- ** Knowledge Issues** : Outdated content, insufficient grounding sources
59+ * * * Knowledge Issues** : Outdated content, insufficient grounding sources
6060
61- ** Performance** : Slow response times, timeouts, high latency
61+ * * * Performance** : Slow response times, timeouts, high latency
6262
63- ** User Experience** : Confusing prompts, unclear flows, poor guidance
63+ * * * User Experience** : Confusing prompts, unclear flows, poor guidance
6464
65- ** Integration Issues** : API failures, connector limits, data access problems
65+ * * * Integration Issues** : API failures, connector limits, data access problems
6666
67- ** Governance and Compliance** : Guardrail triggers, DLP conflicts, restricted actions
67+ * * * Governance and Compliance** : Guardrail triggers, DLP conflicts, restricted actions
6868
6969#### Backlog Categorization Table
7070
@@ -87,15 +87,15 @@ Use a matrix to classify items based on business impact and required effort.
8787
8888#### Solution architects should analyze:
8989
90- Frequency of similar feedback (volume signals)
90+ * Frequency of similar feedback (volume signals)
9191
92- Severity of user-reported issues
92+ * Severity of user-reported issues
9393
94- Sentiment indicators in transcripts
94+ * Sentiment indicators in transcripts
9595
96- Missed expectations versus business workflows
96+ * Missed expectations versus business workflows
9797
98- Suggestions for improving agent guidance
98+ * Suggestions for improving agent guidance
9999
100100#### User Feedback Funnel
101101
@@ -106,49 +106,49 @@ Suggestions for improving agent guidance
106106
107107### Conversation transcripts reveal:
108108
109- Where the agent misunderstood intent
109+ * Where the agent misunderstood intent
110110
111- Where users abandoned a flow
111+ * Where users abandoned a flow
112112
113- Incorrect reasoning steps
113+ * Incorrect reasoning steps
114114
115- Missing knowledge content
115+ * Missing knowledge content
116116
117- Workflows requiring human intervention
117+ * Workflows requiring human intervention
118118
119119### Solution architects should:
120120
121- Extract common failure paths
121+ * Extract common failure paths
122122
123- Map transcript patterns to root causes
123+ * Map transcript patterns to root causes
124124
125- Identify training or knowledge updates needed
125+ * Identify training or knowledge updates needed
126126
127- Recommend guardrail adjustments or action limits
127+ * Recommend guardrail adjustments or action limits
128128
129- Agent Improvement Plan
129+ * Agent Improvement Plan
130130
131131## 4. Monitoring Agent Usage and Behavior
132132
133- Monitoring ensures agents operate as intended and scale properly.
133+ * Monitoring ensures agents operate as intended and scale properly.
134134
135135### Key items for architects to monitor:
136136
137- Usage trends and adoption
137+ * Usage trends and adoption
138138
139- Peak usage periods
139+ * Peak usage periods
140140
141- Most triggered intents
141+ * Most triggered intents
142142
143- High-failure prompts
143+ * High-failure prompts
144144
145- Actions invoked per session
145+ * Actions invoked per session
146146
147- Guardrail intervention events
147+ * Guardrail intervention events
148148
149- Data access denials
149+ * Data access denials
150150
151- Performance and latency
151+ * Performance and latency
152152
153153### Agent Health Summary Table
154154
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