Fluency Lab
This guide reflects the current Fluency Lab experience for teachers. It explains what the tool does, how to use cold and warm reads in instruction, and how to interpret results for the next steps.
Purpose
Fluency Lab is designed to support oral reading instruction by combining:
• Student recording and passage reading
• A cold-read flow with a quick comprehension check (3 questions)
• A warm-read flow for fluency-only follow-up practice
• Teacher-reviewed fluency scoring and feedback
• Class and student reporting views
Use it as an instructional data point, not as a standalone for high-stakes assessment.
What Fluency Lab is (and is not)
Fluency Lab is:
A progress-monitoring tool for oral reading fluency
A bridge between oral reading and comprehension when a cold read includes questions
A way to identify who needs support in pacing, accuracy, phrasing, and expression
A tool that supports both AI-assisted review and full teacher-scored review
A short routine that can sit near the beginning and end of a chapter without replacing the core lesson.
Fluency Lab is Not:
A universal screener or benchmark replacement
A diagnostic placement tool
A grading-only system
A measure of phonics or decoding mastery by itself
A Tier 3 intervention program by itself
Cold Reads and Warm Reads
The product now supports two instructional read types.
Cold Read Near the Beginning of a Chapter
Use a cold read before or near the start of chapter instruction. In the current product flow:
Student selects or opens the assigned passage and records aloud
Student answers 3 comprehension questions
Teacher reviews fluency metrics, error patterns, prosody, and comprehension responses
Use the cold read to understand how students approach the text before instruction has done most of the support work. The cold read can help teachers anticipate vocabulary, syntax, pacing, accuracy, and comprehension needs for the chapter.
Warm Read Near the End of a Chapter
Use a warm read near the end of a chapter or after students have had instruction and practice. In the current product flow, the warm-read version is fluency-only:
Student records aloud
Student submits the recording without comprehension questions
Teacher reviews fluency metrics, error patterns, prosody, and comments
Use the warm read to check whether fluency has improved after instruction, rereading, vocabulary work, and comprehension-focused classroom routines. Because warm reads do not include comprehension questions, teachers should interpret them primarily as fluency evidence, then combine them with classroom comprehension evidence.
Where Fluency Lab Fits in Instruction
A typical chapter sequence can be:
Cold read near the beginning of the chapter
Core chapter instruction, discussion, vocabulary, and comprehension work
Targeted fluency support for students who need it
Warm read near the end of the chapter or instructional cycle
Teacher review and next-step planning
Teachers may use Fluency Lab with the whole class, small groups, or selected students. For students receiving Tier 2 support, use it as one part of a larger support cycle alongside classroom evidence and existing Multi-Tiered System of Supports (MTSS).
Avoid over-testing. Keep the routine short and connected to instruction.
Current Teacher Workflow
The current in-app teacher workflow is:
Student records a cold or warm read
Student answers comprehension questions only when assigned a cold read
Teacher opens review in one of two modes:
Teacher Review with AI
Teacher Review without AI
Teacher verifies errors, scores prosody, and submits feedback
Student can view read-only feedback after submission
Teacher Review Models
AI-Assisted Mode
In AI-Assisted mode, the app pre-populates likely reading errors and prosody suggestions. Teacher actions include:
Confirming or dismissing flagged errors
Adjusting error sensitivity (High, Medium, Low)
Reviewing and optionally copying AI prosody suggestions into teacher rubric fields
Entering teacher comments
Completing all 4 prosody rubric fields before final submission
Important: AI output is a starting point. Final scoring is teacher-reviewed.
For full submission in AI-Assisted mode, each filtered error must receive a teacher verdict (confirm or dismiss), and all 4 prosody dimensions must be filled.
Changing sensitivity after making feedback edits can reset confirmations, dismissals, and annotations, so teachers should finalize sensitivity before deep review.
Teacher-Scored Mode
In Teacher-Scored Mode:
No AI errors are pre-filled
Teacher manually marks errors by selecting words
Teacher enters prosody rubric scores manually
Sensitivity controls and AI badges are hidden
This mode is useful when teachers or districts want a no-AI review experience while still using Fluency Lab recording, playback, and reporting.
What Teachers See and Score
Teachers score and review:
WCPM (Words Correct Per Minute)
Fluency (0-100)
Accuracy (0-100)
Prosody (0-100, plus rubric dimensions and total /16)
Error counts by type:
Mispronunciations
Omissions
Hesitations/Pauses
3 comprehension responses for cold reads (student answers and correct answers)
Teacher comments
Core rule: scores update as errors and rubric inputs are changed, so teacher review directly affects results.
Incomplete Reading Handling
Fluency Lab handles incomplete reads explicitly.
If too little of the passage is read aloud, the app flags the submission as incomplete.
Completeness is based on current tool thresholds (attempted passage coverage and minimum recognized-word ratio), which helps catch both early-stop reads and silent/near-silent recordings.
In AI-Assisted mode, this is a hard gate: full scoring is blocked and teachers can submit as incomplete.
In Teacher-Scored mode, teachers can choose "Score Anyway" or submit as incomplete.
When submitted as incomplete, students receive an incomplete notice and do not receive full score feedback for that attempt.
Recommended Instructional Interpretation
Use patterns across multiple passages/time points, not one score.
Low WCPM with adequate accuracy: focus on phrasing, repeated reading, and smooth pacing.
Low accuracy: prioritize word-level support, vocabulary, and text access/scaffolds.
Low prosody with fair accuracy: model expression, phrasing, and oral reading performance.
Low comprehension on a cold read with stronger fluency metrics: increase meaning-focused discussion and checks for understanding.
Stronger warm-read fluency after a lower cold read: look for evidence that instruction and rereading are helping.
Flat or declining fluency across several reads: review supports and consider whether the student needs more intensive help through the school's MTSS process.
Always combine Fluency Lab results with classroom evidence, existing screening data, and MTSS procedures. Do not use one attempt for placement, grading, or special-education eligibility decisions.
Suggested Classroom Supports
These are instructional suggestions teachers may use outside the scoring tool when Fluency Lab data indicates a need.
If a student shows low WCPM with adequate accuracy:
Use repeated reading of a short passage or section.
Model fluent reading through teacher read-aloud or available audio.
Use phrase-cued reading to support smoother pacing.
Have the student reread after feedback and practice.
If a student shows low accuracy:
Increase vocabulary and text-access support before rereading.
Use shorter chunks of text.
Provide teacher modeling, echo reading, or partner reading.
Watch for patterns that may require support beyond this tool.
If a student shows low prosody with adequate accuracy:
Model expression, phrasing, and attention to punctuation.
Use echo reading, choral reading, or partner reading.
Ask students to practice a short section for smoothness and expression.
If cold-read comprehension is low:
Revisit key vocabulary, gist, and meaning-making routines.
Ask students to retell the passage or explain the main idea after reading.
Use classroom discussion and chapter routines to connect fluency back to meaning.
Suggested Classroom Use
Recommended uses:
Cold reads near the beginning of a chapter where available
Warm reads near the end of a chapter or instructional cycle
Other passages in the current grade-level passage set when teachers need additional practice opportunities
Small-group progress checks for targeted support
Follow-up reads after instruction to monitor growth
Routine progress monitoring across a cycle (for example, every 2-4 weeks for students receiving Tier 2 support)
For students receiving Tier 2 support, teachers may look at growth over an instructional cycle, such as several chapters or approximately 8-12 weeks, before deciding whether to continue, adjust, fade, or intensify supports according to local MTSS procedures.
Reports Dashboard (Teacher Use)
From the main app, teachers can open Reports to review performance over time.
Reports support:
Class-level performance snapshots
Student-level trend views
Assignment/gradebook views
Band-based performance interpretation (Below, Approaching, Proficient, Advanced)
Best practice: use reports to identify trends and plan instruction, not to make placement decisions from a single attempt.
Practical Teacher Decision Guide
Use this quick sequence after each reviewed submission:
Check read type: cold read with comprehension questions, or warm read without comprehension questions
Check read completeness and audio quality
Review Accuracy and error type pattern first
Review WCPM and Fluency for pacing/flow
Review Prosody dimensions for expression and phrasing
Review comprehension results when the attempt is a cold read
Assign 1-2 specific next step supports
Recheck progress on a later read
What students see after teacher submission:
Student feedback displays teacher-approved outcomes.
Confirmed errors are shown to students; dismissed errors are not shown.
If submitted as incomplete, students see an incomplete-reading notice instead of full scoring details.
Optional Student Self-Monitoring
Teachers may choose to share simple, teacher-approved progress patterns with students, such as whether WCPM, accuracy, or prosody improved over time. Keep this reflective and instructional, not punitive.
Possible student reflection prompts:
What helped you read more smoothly this time?
Which words or parts were the hardest?
What will you practice before the next read?
Implementation Notes for Schools
AI-Assisted and Teacher-Scored modes can both be used in the same implementation.
Cold reads include comprehension questions; warm reads are fluency-only.
Teacher judgment remains the final authority for submitted feedback.
Use comments and rubric scores to make feedback actionable for students.
Keep decisions aligned to existing school/district MTSS procedures.
Key Message to Teachers
Fluency Lab works best when used as an instructional feedback loop:
Record
Review
Respond with targeted support
Reassess and monitor growth over time
It should strengthen teacher decision-making, not replace it.